gc()
##          used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 530904 28.4    1186677 63.4   660382 35.3
## Vcells 981328  7.5    8388608 64.0  1770494 13.6
rm(list = ls(all = TRUE))
gc()
##          used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 531132 28.4    1186677 63.4   660382 35.3
## Vcells 981801  7.5    8388608 64.0  1770494 13.6
set.seed(123456)

library(igraph)

fix layout error

# BiocManager::install("mixOmicsTeam/mixOmics@devel")
library(mixOmics)


# if (!requireNamespace("BiocManager", quietly = TRUE))
#     install.packages("BiocManager")

# BiocManager::install("BiocParallel")
library(BiocParallel)

1 Data: Enz, Met and Pph

fp = file.path('..', 'input')


fn = 'Enzymomics_only_24_shortnames.txt'
E = read.delim(file = file.path(fp, fn), 
               header = TRUE, 
               sep = "\t", 
               quote = NULL,
               dec = ".", 
               fill = TRUE, 
               comment.char = '@')

fn = 'Metabolomics_only_24_shortnames.txt'
M = read.delim(file = file.path(fp, fn), 
               header = TRUE, 
               sep = "\t", 
               quote = NULL,
               dec = ".", 
               fill = TRUE, 
               comment.char = '@')

# fn = 'phosphoProteomics_filtered_sig_24_shortnames.txt'
# fn = 'phosphoProteomics_filtered_sig_24_shortnames_diablo.csv'
fn = 'phosphoProteomics_filtered_sig_24_shortnames.csv'
P = read.delim(file = file.path(fp, fn), 
               header = TRUE, 
               sep = ',', # "\t", # ','
               quote = NULL,
               dec = ".", 
               fill = TRUE, 
               comment.char = '@')

all(P$treatment == E$treatment)
## [1] TRUE
all(P$treatment == M$treatment)
## [1] TRUE

1.1 log2

range(P[, -1], na.rm = TRUE)
## [1]  7.57635 23.40680
range(M[, -1], na.rm = TRUE)
## [1] 8.251654e+02 1.365161e+07
range(E[, -1], na.rm = TRUE)
## [1]    16.63 67335.00
# range(log(M[, -1], 10), na.rm = TRUE)
# range(log(E[, -1], 10), na.rm = TRUE)

range(log(M[, -1], 2), na.rm = TRUE)
## [1]  9.68854 23.70257
range(log(E[, -1], 2), na.rm = TRUE)
## [1]  4.055716 16.039069
# PBSmodelling::plotDens(M[, -1])
# PBSmodelling::plotDens(log(M[, -1], 2))


tmp = tidyr::gather(M, var, measurement, colnames(M)[2]:colnames(M)[ncol(M)], 
                    factor_key = FALSE)

range(tmp$measurement, na.rm = TRUE)
## [1] 8.251654e+02 1.365161e+07
ggplot(tmp, aes(x=measurement, fill=treatment)) +
  geom_density(alpha = 0.1)

ggplot(tmp, aes(x=measurement, fill=var)) +
  geom_density(alpha = 0.1) +
  theme(legend.position="none")

tmp$measurement = log(tmp$measurement, 2)

range(tmp$measurement, na.rm = TRUE)
## [1]  9.68854 23.70257
ggplot(tmp, aes(x=measurement, fill=treatment)) +
  geom_density(alpha = 0.1)

ggplot(tmp, aes(x=measurement, fill=var)) +
  geom_density(alpha = 0.1) +
  theme(legend.position="none")

tmp = tidyr::gather(E, var, measurement, colnames(E)[2]:colnames(E)[ncol(E)], 
                    factor_key = FALSE)
range(tmp$measurement, na.rm = TRUE)
## [1]    16.63 67335.00
ggplot(tmp, aes(x=measurement, fill=treatment)) +
  geom_density(alpha = 0.1)

ggplot(tmp, aes(x=measurement, fill=var)) +
  geom_density(alpha = 0.1) +
  theme(legend.position="none")

tmp$measurement = log(tmp$measurement, 2)
range(tmp$measurement, na.rm = TRUE)
## [1]  4.055716 16.039069
ggplot(tmp, aes(x=measurement, fill=treatment)) +
  geom_density(alpha = 0.1)

ggplot(tmp, aes(x=measurement, fill=var)) +
  geom_density(alpha = 0.1) +
  theme(legend.position="none")

M[, -1] = log(M[, -1], 2)
E[, -1] = log(E[, -1], 2)

see also https://mixomics.org/methods/missing-values/

https://mixomics.org/faq/common-issues-and-errors/

A large degree of sparsity within your data, such that there is a large number of missing or zero values. One suggestion would be to remove all features that have more than a certain threshold (eg. 20%) of zero/missing value. If this does not work, refer to the Missing Values page on how to impute these values manually.

E.imp = impute.nipals(X = E[, -1], ncomp = 10)

numeric table

data = list(Enz = as.matrix(E[, -1]),
            Met = as.matrix(M[, -1]),
            Pph = as.matrix(P[, -1]))

https://mixomics.org/mixdiablo/diablo-tcga-case-study/

lapply(data, dim) # check their dimensions
## $Enz
## [1] 15 24
## 
## $Met
## [1] 15 52
## 
## $Pph
## [1] 15 39
Y = factor(E$treatment, levels = unique(E$treatment))
summary(Y)
##     NM_24 NM_inf_24     AM_24 AM_inf_24 
##         4         4         3         4

2 Pairwise PLS Comparisons

Circle Correlation Plots for pairwise PLS models

Only displays the top 24 features for each dimension, subsetting by those with a correlation above 0.5

# 24 is the smalles data set here
no = min(unlist(lapply(data, ncol)))
list.keepX = c(no, no) # select arbitrary values of features to keep
list.keepY = c(no, no)

# generate three pairwise PLS models
pls1 <- spls(data[["Enz"]], data[["Met"]], 
             keepX = list.keepX, keepY = list.keepY) 
pls2 <- spls(data[["Enz"]], data[["Pph"]], 
             keepX = list.keepX, keepY = list.keepY)
pls3 <- spls(data[["Met"]], data[["Pph"]], 
             keepX = list.keepX, keepY = list.keepY)

# plot features of first PLS
plotVar(pls1, cutoff = 0.5, title = "(a) enzymomics vs metabolomics", 
        legend = c("enzymomics", "metabolomics"), 
        var.names = TRUE, style = 'graphics', 
        pch = c(16, 17), cex = c(0.5,0.5), 
        col = c('darkorchid', 'lightgreen'))

plotVar(pls1, cutoff = 0.5, title = "(a) enzymomics vs metabolomics", 
        legend = c("enzymomics", "metabolomics"), 
        var.names = FALSE, style = 'graphics', 
        pch = c(16, 17), cex = c(2,2), 
        col = c('darkorchid', 'lightgreen'))

# plot features of second PLS
plotVar(pls2, cutoff = 0.5, title = "(b) enzymomics vs phosphoproteomics", 
        legend = c("enzymomics", "phosphoproteomics"), 
        var.names = TRUE, style = 'graphics', 
        pch = c(16, 17), cex = c(0.5,0.5), 
        col = c('darkorchid', 'blue'))

plotVar(pls2, cutoff = 0.5, title = "(b) enzymomics vs phosphoproteomics", 
        legend = c("enzymomics", "phosphoproteomics"), 
        var.names = FALSE, style = 'graphics', 
        pch = c(16, 17), cex = c(2,2), 
        col = c('darkorchid', 'blue'))

# plot features of third PLS
plotVar(pls3, cutoff = 0.5, title = "(c) metabolomics vs phosphoproteomics", 
        legend = c("metabolomics", "phosphoproteomics"), 
        var.names = TRUE, style = 'graphics', 
        pch = c(16, 17), cex = c(0.5,0.5), 
        col = c('lightgreen', 'blue'))

plotVar(pls3, cutoff = 0.5, title = "(c) metabolomics vs phosphoproteomics", 
        legend = c("metabolomics", "phosphoproteomics"), 
        var.names = FALSE, style = 'graphics', 
        pch = c(16, 17), cex = c(2,2), 
        col = c('lightgreen', 'blue'))

2.1 correlation

cor(pls1$variates$X, pls1$variates$Y) # calculate correlation of Enz and Met
##           comp1        comp2
## comp1 0.6910261 1.595938e-05
## comp2 0.5273285 8.555415e-01
cor(pls2$variates$X, pls2$variates$Y) # calculate correlation of Enz and Pph
##            comp1       comp2
## comp1  0.8760157 0.008333107
## comp2 -0.2952379 0.850452671
cor(pls3$variates$X, pls3$variates$Y) # calculate correlation of Met and Pph
##           comp1       comp2
## comp1 0.8036788 0.003380316
## comp2 0.4032532 0.883495643

3 Design

design = matrix(0.5, ncol = length(data), nrow = length(data), # for square matrix filled with 0.1s
                dimnames = list(names(data), names(data)))
diag(design) = 0 # set diagonal to 0s

design
##     Enz Met Pph
## Enz 0.0 0.5 0.5
## Met 0.5 0.0 0.5
## Pph 0.5 0.5 0.0

4 the initial DIABLO

basic.diablo.model = block.splsda(X = data, Y = Y, ncomp = 5, design = design) # form basic DIABLO model

5 Tuning the number of components

Choosing the number of components in block.plsda using perf() with 10 × 10-fold CV function

10-fold Cross-validation & leave-one-out cross-validation: https://stats.stackexchange.com/questions/154830/10-fold-cross-validation-vs-leave-one-out-cross-validation

## ---- fig.cap = "FIGURE 2: Choosing the number of components in `block.plsda` using `perf()` with 10 × 10-fold CV function in the `breast.TCGA` study. Classification error rates (overall and balanced, see Section 7.3) are represented on the y-axis with respect to the number of components on the x-axis for each prediction distance presented in PLS-DA"----

perf.diablo = perf(basic.diablo.model, 
                   dist = 'all', 
                   cpus = 1,
                   validation = 'loo', 
                   progressBar = TRUE,
                   folds = 10, 
                   nrepeat = 10) # run component number tuning with repeated CV
## 
## Performing repeated cross-validation with nrepeat = 10...
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plot(perf.diablo) # plot output of tuning

5.1 set the optimal ncomp value

ncomp = perf.diablo$choice.ncomp$WeightedVote["Overall.BER", "centroids.dist"] # set the optimal ncomp value
perf.diablo$choice.ncomp$WeightedVote # show the optimal choice for ncomp for each dist metric
##             max.dist centroids.dist mahalanobis.dist
## Overall.ER         5              3                1
## Overall.BER        5              3                2

6 Tuning the number of features

We choose the optimal number of variables to select in each data set using the tune.block.splsda() function, for a grid of keepX values for each type of omics. Note that the function has been set to favour a relatively small signature while allowing us to obtain a sufficient number of variables for downstream validation and/or interpretation.

6.1 setup cluster - use SnowParam() on Widnows

https://rdrr.io/bioc/BiocParallel/man/BiocParallelParam-class.html

bplapply erro solution https://support.bioconductor.org/p/133353/#133356

options(SnowParam=SnowParam(workers=1))
BPPARAM  = bpparam()
BPPARAM <- BiocParallel::SnowParam(workers = parallel::detectCores()-1)

Crate tune.MIR with tune.block.splsda

and save RData (beacuse it takes cca 1h)

then comment these lines

and just load RData

10-fold Cross-validation & leave-one-out cross-validation: https://stats.stackexchange.com/questions/154830/10-fold-cross-validation-vs-leave-one-out-cross-validation

# set grid of values for each component to test


 # test.keepX = list (Met = c(5:9, seq(10, 15, 2), seq(20,24,4)),
 #                    Enz = c(5:9, seq(10, 15, 2), seq(20,24,4)),
 #                    Pph = c(5:9, seq(10, 15, 2), seq(20,24,4)))

x <- list()
for (i in 1:length(data)){
x[[i]] <- c( seq(5,min(24, ncol(data[[i]])) ,2))
}
names(x) <- names(data)
test.keepX  <-  x
test.keepX
## $Enz
##  [1]  5  7  9 11 13 15 17 19 21 23
## 
## $Met
##  [1]  5  7  9 11 13 15 17 19 21 23
## 
## $Pph
##  [1]  5  7  9 11 13 15 17 19 21 23
fp = file.path('..', 'output')
fn = '01_DIABLO-Enz-Met-Pph_tune.MIR.RData'


# You have provided a sequence of keepX of length: 10 for block Met and 10 for block Enz and 10 for block Pph.
# This results in 1000 models being fitted for each component and each nrepeat, this may take some time to run, be patient!
# Because of a too high number of 'folds' required, 2 folds were randomly assigned no data: the number of 'folds' is reduced to 8
# .....
 
 # t1 = proc.time()
 # 
 # # run the feature selection tuning
 # library(stats)
 # tune.MIR = tune.block.splsda(X = data, Y = Y,
 #                              ncomp = ncomp,
 #                              test.keepX = test.keepX,
 #                              design = design,
 #                              validation = 'loo',
 #                              folds = 10, nrepeat = 1, # Leave-One-Out validation does not need to be repeated
 #                              BPPARAM  = BPPARAM ,
 #                              dist = "centroids.dist",
 #                              max.iter = 200)
 # t2 = proc.time()
 # running_time = t2 - t1; running_time
 # save(tune.MIR, file = file.path(fp, fn))
 
load(file.path(fp, fn))


list.keepX = tune.MIR$choice.keepX
list.keepX
## $Enz
## [1] 5 5 5
## 
## $Met
## [1] 19 15 21
## 
## $Pph
## [1] 13  9  5

The number of features to select on each component is returned in

list.keepX = tune.MIR$choice.keepX # set the optimal values of features to retain
list.keepX
## $Enz
## [1] 5 5 5
## 
## $Met
## [1] 19 15 21
## 
## $Pph
## [1] 13  9  5

7 Final model

# set the optimised DIABLO model
final.diablo.model = block.splsda(X = data, Y = Y, ncomp = ncomp
                          , keepX = list.keepX
                          , design = design)

## Design matrix has changed to include Y; each block will be
##             linked to Y.
# the features selected from components
for (comp in 1:ncomp){
cat("\nComponent ", comp,":\n")
for(i in 1:length(data)){
cat(names(data)[i],"\n")
print(selectVar(final.diablo.model, comp = comp)[[i]]$name)
}
}
## 
## Component  1 :
## Enz 
## [1] "MDHt.NADP."  "GDH.NAD."    "max_Rubisco" "PK"          "Ppi"        
## Met 
##  [1] "X1.Methylnicotinamide"               "X6.Hydroxypurine"                   
##  [3] "X2.Phenylacetamide"                  "Homoplantaginin"                    
##  [5] "Spinosin"                            "Plantagoside"                       
##  [7] "Flavone"                             "Riboflavin"                         
##  [9] "DHDMIF.o.glu"                        "X6.Benzylaminopurine"               
## [11] "Acanthoside.B"                       "Thr"                                
## [13] "Arginine"                            "X2..Deoxyguanosine.5..monophosphate"
## [15] "Luteolin"                            "Tetrahydropiperine"                 
## [17] "Eriocitrin"                          "Phe"                                
## [19] "Bavachin"                           
## Pph 
##  [1] "TOM1"         "LAG1_LP"      "zf.B_box"     "URK"          "GTs"         
##  [6] "zf_A20.1"     "RING_typeE3s" "AURPU"        "LHT8"         "LOX"         
## [11] "DUF3511"      "NP24pp"       "AOS"         
## 
## Component  2 :
## Enz 
## [1] "GK"          "KHK"         "MDHi..NADP." "FBPase.cyt." "AGPase"     
## Met 
##  [1] "Solasodine"                     "Hydrocortisone"                
##  [3] "Eriocitrin"                     "Isorhamnetin.3.O.neohesperidin"
##  [5] "Coumarine"                      "Corticosterone"                
##  [7] "Nobiletin"                      "Neohesperidin"                 
##  [9] "X5.methoxyflavone"              "X3.Dehidroshikimate"           
## [11] "Liquiritigenin"                 "Thr"                           
## [13] "Rutin"                          "X4.Coumaryl.alcohol"           
## [15] "Apigenin.7.glucoside"          
## Pph 
## [1] "PR1"       "X5."       "GGH"       "GR_RBP3"   "SQLE"      "Chitinase"
## [7] "DCL3"      "PK"        "VPS33A"   
## 
## Component  3 :
## Enz 
## [1] "NAD_GAPDH"   "DH"          "max_Rubisco" "PGIt"        "NT"         
## Met 
##  [1] "Quercitrin"                          "Nobiletin"                          
##  [3] "Isorhamnetin.3.O.neohesperidin"      "X6.Benzylaminopurine"               
##  [5] "X2..Deoxyguanosine.5..monophosphate" "Guaijaverin"                        
##  [7] "Tetrahydropiperine"                  "Narirutin"                          
##  [9] "Neohesperidin"                       "Trigonelline"                       
## [11] "Vitexicarpin"                        "Tomatine"                           
## [13] "Liquiritigenin"                      "X5.Demethylnobiletin"               
## [15] "Plantagoside"                        "Hydrocortisone"                     
## [17] "Bavachin"                            "DHDMIF.o.glu"                       
## [19] "Thr"                                 "Flavone"                            
## [21] "X5.methoxyflavone"                  
## Pph 
## [1] "PKMTs"   "VPS33A"  "CHI17"   "GR_RBP3" "DSlP"

8 Sample plots

for(comp in 1:ncomp){
plotDiablo(final.diablo.model, ncomp = comp)
title(paste("Component",comp), adj=0.1, line=-1, outer=TRUE)
}

plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
          title = 'DIABLO Sample Plots'
          , ellipse = TRUE,
          comp = c(1,3)
          )

plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
          title = 'DIABLO Sample Plots'
          , ellipse = TRUE,
          comp = c(1,2)
          )

plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
          title = 'DIABLO Sample Plots'
          , ellipse = TRUE,
          comp = c(2,3)
          )

plotArrow(final.diablo.model, ind.names = FALSE, legend = TRUE,
          title = paste(groups,collapse=", ")
          )

9 Variable plots

if(length(data)==3) pick <- 1:3 else pick <- c(4,1:3)
cols <- c('orange1', 'brown1', 'lightgreen',"lightblue")[pick]
pchs <- c(16, 17, 15, 18)[pick]
plotVar(final.diablo.model, var.names = FALSE,
        style = 'graphics', legend = TRUE
        , pch = pchs, cex = rep(2,length(data))
        , col = cols
)

plotVar(final.diablo.model, var.names = TRUE,
        style = 'graphics', legend = TRUE
        , pch = pchs, cex = rep(0.5,length(data))
        , col = cols
)

cutoff = 0.50

circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
           color.blocks= cols,
           color.cor = c(3,2), size.labels = 1
           , xpd=TRUE)

## 
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.
cutoff = 0.90

circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
           color.blocks= cols,
           color.cor = c(3,2), size.labels = 1
           , xpd=TRUE)

## 
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.
cutoff = 0.75

circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
           color.blocks= cols,
           color.cor = c(3,2), size.labels = 1
           , xpd=TRUE)

## 
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.

10 Relevance networks

11 more plots

issue https://github.com/mixOmicsTeam/mixOmics/issues/45

for(i in 1:ncomp)
plotLoadings(final.diablo.model, comp = i, contrib = 'max', method = 'median')

# plotLoadings encountered margin errors. Ensure feature names are not too long (see 'name.var' argument) and the 'Plots' pane is cleared and enlargened.


traceback()
## No traceback available
cimfn <- "cim.png"
png(cimfn, res = 600, width = 8000, height = 8000)
cimDiablo(final.diablo.model, size.legend=0.7, margins = c(15, 15))
## 
## trimming values to [-3, 3] range for cim visualisation. See 'trim' arg in ?cimDiablo
dev.off()
## pdf 
##   2
#heatmaps
cimDiablo(final.diablo.model, margins = c(13, 13), size.legend=0.8)
## 
## trimming values to [-3, 3] range for cim visualisation. See 'trim' arg in ?cimDiablo

#cutoff for correlations

network(final.diablo.model, 
        blocks = c(1,2,3),
        color.node = c('darkorchid', 'brown1', 'lightgreen'), 
        cutoff = 0.50,
        size.node = 0.05)

network(final.diablo.model, 
        blocks = c(1,2,3),
        color.node = c('darkorchid', 'brown1', 'lightgreen'), 
        cutoff = 0.90,
        size.node = 0.10)

network(final.diablo.model, 
        blocks = c(1,2,3),
        color.node = c('darkorchid', 'brown1', 'lightgreen'), 
        cutoff = 0.75,
        size.node = 0.10)

par(mfrow=c(2,2))
for(i in 1:length(data))
auc.splsda = auroc(final.diablo.model, roc.block = names(data[i]),
                   roc.comp = 2, print = FALSE)

no cut-off

net = network(final.diablo.model, 
              blocks = seq(1, ncomp, 1),
              color.node = c('darkorchid', 'brown1', 'lightgreen'), 
              cutoff = 0,
              size.node = 0.05,
              plot.graph = FALSE,
              layout.fun = igraph::layout_in_circle)

typeof(net)
## [1] "list"
mode(net)
## [1] "list"
names(net)
## [1] "gR"        "M_Enz_Met" "M_Enz_Pph" "M_Met_Pph" "cutoff"
summary(net)
##           Length Class  Mode   
## gR         78    igraph list   
## M_Enz_Met 546    -none- numeric
## M_Enz_Pph 350    -none- numeric
## M_Met_Pph 975    -none- numeric
## cutoff      1    -none- numeric
net$cutoff
## [1] 0
# net$gR
range(net$M_Enz_Met)
## [1] -0.9405558  0.7732022
range(net$M_Enz_Pph)
## [1] -0.8640388  0.7993718
range(net$M_Met_Pph)
## [1] -0.7776614  0.8834013
names(dimnames(net$M_Enz_Met)) = c('from','to')
a = as.data.frame(
  as.table(net$M_Enz_Met),
  responseName = 'CC'
  )
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)

names(dimnames(net$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
  as.table(net$M_Enz_Pph),
  responseName = 'CC'
  )
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)

names(dimnames(net$M_Met_Pph)) = c('from','to')
e = as.data.frame(
  as.table(net$M_Met_Pph),
  responseName = 'CC'
  )
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)

merged = rbind(a, b, e)
dim(merged)
## [1] 1871    7
summary(net$gR)
## IGRAPH 0d267ea UNW- 78 1871 -- 
## + attr: name (v/c), group (v/c), label.color (v/c), label.family (v/c),
## | label (v/c), color (v/c), shape (v/c), label.cex (v/n), size (v/n),
## | size2 (v/n), weight (e/n), label.color (e/c), color (e/c), lty (e/c),
## | width (e/n), label.cex (e/n)
gl = igraph::as_edgelist(net$gR, names = TRUE)
dim(gl)
## [1] 1871    2

12 per groups

12.1 NM only

ind = grep('NM', E[, 1])
data.NM = purrr::map(data, function(x) {
  x[ind,]
  })



res.NM <- block.splsda(X = data.NM
                       , Y = as.factor(E[ind, 1])
                       , ncomp = ncomp
                       , keepX = list.keepX
                       , design = design
                       )

range(res.NM$weights)
## [1] 0.5293366 0.9870497
net.NM = network(res.NM, 
                 blocks = seq(1, ncomp, 1),
                 color.node = c('darkorchid', 'brown1', 'lightgreen'), 
                 cutoff = 0,
                 size.node = 0.05,
                 plot.graph = FALSE,
                 layout.fun = igraph::layout_in_circle)

names(dimnames(net.NM$M_Enz_Met)) = c('from','to')
a = as.data.frame(
  as.table(net.NM$M_Enz_Met),
  responseName = 'CC'
  )
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)

names(dimnames(net.NM$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
  as.table(net.NM$M_Enz_Pph),
  responseName = 'CC'
  )
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)

names(dimnames(net.NM$M_Met_Pph)) = c('from','to')
e = as.data.frame(
  as.table(net.NM$M_Met_Pph),
  responseName = 'CC'
  )
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)

merged.NM = rbind(a, b, e)

12.2 AM only

ind = grep('AM', E[, 1])
data.AM = purrr::map(data, function(x) {
  x[ind,]
  })

res.AM <- block.splsda(X = data.AM
                       , Y = as.factor(E[ind, 1])
                       , ncomp = ncomp
                       , keepX = list.keepX
                       , design = design
                       )

range(res.AM$weights)
## [1] 0.4357610 0.9938704
net.AM = network(res.AM, 
                blocks = seq(1, ncomp, 1),
                 color.node = c('darkorchid', 'brown1', 'lightgreen'), 
                 cutoff = 0,
                 size.node = 0.05,
                 plot.graph = FALSE,
                 layout.fun = igraph::layout_in_circle)

names(dimnames(net.AM$M_Enz_Met)) = c('from','to')
a = as.data.frame(
  as.table(net.AM$M_Enz_Met),
  responseName = 'CC'
  )
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)

names(dimnames(net.AM$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
  as.table(net.AM$M_Enz_Pph),
  responseName = 'CC'
  )
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)

names(dimnames(net.AM$M_Met_Pph)) = c('from','to')
e = as.data.frame(
  as.table(net.AM$M_Met_Pph),
  responseName = 'CC'
  )
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)

merged.AM = rbind(a, b, e)

12.3 inf only

ind = grep('inf', E[, 1])
data.inf = purrr::map(data, function(x) {
  x[ind,]
  })

res.inf <- block.splsda(X = data.inf
                       , Y = as.factor(E[ind, 1])
                       , ncomp = ncomp
                       , keepX = list.keepX
                       , design = design
                       )

range(res.inf$weights)
## [1] 0.6364233 0.9089044
net.inf = network(res.inf, 
                blocks = seq(1, ncomp, 1),
                 color.node = c('darkorchid', 'brown1', 'lightgreen'), 
                 cutoff = 0,
                 size.node = 0.05,
                 plot.graph = FALSE,
                 layout.fun = igraph::layout_in_circle)

names(dimnames(net.inf$M_Enz_Met)) = c('from','to')
a = as.data.frame(
  as.table(net.inf$M_Enz_Met),
  responseName = 'CC'
  )
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)

names(dimnames(net.inf$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
  as.table(net.inf$M_Enz_Pph),
  responseName = 'CC'
  )
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)

names(dimnames(net.inf$M_Met_Pph)) = c('from','to')
e = as.data.frame(
  as.table(net.inf$M_Met_Pph),
  responseName = 'CC'
  )
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)

merged.inf = rbind(a, b, e)

12.4 uninf only

ind = grep('inf', E[, 1], invert = TRUE)
data.uninf = purrr::map(data, function(x) {
  x[ind,]
  })

res.uninf <- block.splsda(X = data.uninf
                       , Y = as.factor(E[ind, 1])
                       , ncomp = ncomp
                       , keepX = list.keepX
                       , design = design
                       )

range(res.uninf$weights)
## [1] 0.2040411 0.9902522
net.uninf = network(res.uninf, 
                blocks = seq(1, ncomp, 1),
                 color.node = c('darkorchid', 'brown1', 'lightgreen'), 
                 cutoff = 0.000000,
                 size.node = 0.05,
                 plot.graph = FALSE,
                 layout.fun = igraph::layout_in_circle)

names(dimnames(net.uninf$M_Enz_Met)) = c('from','to')
a = as.data.frame(
  as.table(net.uninf$M_Enz_Met),
  responseName = 'CC'
  )
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)

names(dimnames(net.uninf$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
  as.table(net.uninf$M_Enz_Pph),
  responseName = 'CC'
  )
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)

names(dimnames(net.uninf$M_Met_Pph)) = c('from','to')
e = as.data.frame(
  as.table(net.uninf$M_Met_Pph),
  responseName = 'CC'
  )
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)

merged.uninf = rbind(a, b, e)
colnames(merged)[3] = paste(colnames(merged)[3], 'all', sep = '_')
colnames(merged.AM)[3] = paste(colnames(merged.AM)[3], 'AM', sep = '_')
colnames(merged.NM)[3] = paste(colnames(merged.NM)[3], 'NM', sep = '_')
colnames(merged.inf)[3] = paste(colnames(merged.inf)[3], 'inf', sep = '_')
colnames(merged.uninf)[3] = paste(colnames(merged.uninf)[3], 'uninf', sep = '_')

dim(merged)
## [1] 1871    7
dim(merged.AM)
## [1] 2027    7
dim(merged.NM)
## [1] 1976    7
dim(merged.inf)
## [1] 1997    7
dim(merged.uninf)
## [1] 2144    7
toWrite = NULL
toWrite = merge(merged, 
                merged.AM, 
                #merged.NM,
                #merged.inf,
                #merged.uninf,
                by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
                all.x = TRUE, all.y = TRUE)
dim(toWrite)
## [1] 2799    8
toWrite = merge(toWrite,
                merged.NM,
                #merged.inf,
                #merged.uninf,
                by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
                all.x = TRUE, all.y = TRUE)
dim(toWrite)
## [1] 3303    9
toWrite = merge(toWrite,
                merged.inf,
                #merged.uninf,
                by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
                all.x = TRUE, all.y = TRUE)
dim(toWrite)
## [1] 3620   10
toWrite = merge(toWrite,
                merged.uninf,
                by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
                all.x = TRUE, all.y = TRUE)
dim(toWrite)
## [1] 3893   11
table(duplicated(toWrite[, 1:2]))
## 
## FALSE 
##  3893
intersect(grep('IDH', toWrite$from), grep('sophoroside', toWrite$to))
## [1] 3887
intersect(grep('IDH', merged$to), grep('sophoroside', merged$from))
## integer(0)
intersect(grep('IDH', gl[, 2]), grep('sophoroside', gl[, 1]))
## integer(0)
intersect(grep('IDH', gl[, 1]), grep('sophoroside', gl[, 2]))
## integer(0)
table(toWrite$from %in% toWrite$to)
## 
## FALSE  TRUE 
##  2007  1886
table(toWrite$fromType %in% toWrite$toType)
## 
## FALSE  TRUE 
##  2007  1886
rs = rowSums(is.na(toWrite[, 7:ncol(toWrite)]))
table(rs)
## rs
##    0    1    2    3    4 
##  161  691 1194 1017  830
toWrite[which(rs == 4), ]
##                                         from
## 73                                AGPase_Enz
## 78                                AGPase_Enz
## 85                                AGPase_Enz
## 86                                AGPase_Enz
## 87                                AGPase_Enz
## 88                                AGPase_Enz
## 130                                   DH_Enz
## 156                                   DH_Enz
## 161                                   DH_Enz
## 163                                   DH_Enz
## 166                                   DH_Enz
## 167                                   DH_Enz
## 168                                   DH_Enz
## 169                                   DH_Enz
## 170                                   DH_Enz
## 171                                   DH_Enz
## 172                                   DH_Enz
## 173                                   DH_Enz
## 174                                   DH_Enz
## 253                                   GK_Enz
## 255                                   GK_Enz
## 259                                   GK_Enz
## 260                                   GK_Enz
## 261                                   GK_Enz
## 293                             GDH.NAD._Enz
## 314                             GDH.NAD._Enz
## 320                             GDH.NAD._Enz
## 322                             GDH.NAD._Enz
## 332                             GDH.NAD._Enz
## 334                             GDH.NAD._Enz
## 338                             GDH.NAD._Enz
## 340                             GDH.NAD._Enz
## 342                             GDH.NAD._Enz
## 346                             GDH.NAD._Enz
## 347                             GDH.NAD._Enz
## 348                             GDH.NAD._Enz
## 380                          MDHi..NADP._Enz
## 401                          MDHi..NADP._Enz
## 407                          MDHi..NADP._Enz
## 409                          MDHi..NADP._Enz
## 419                          MDHi..NADP._Enz
## 421                          MDHi..NADP._Enz
## 425                          MDHi..NADP._Enz
## 427                          MDHi..NADP._Enz
## 429                          MDHi..NADP._Enz
## 433                          MDHi..NADP._Enz
## 434                          MDHi..NADP._Enz
## 435                          MDHi..NADP._Enz
## 513                           MDHt.NADP._Enz
## 514                           MDHt.NADP._Enz
## 516                           MDHt.NADP._Enz
## 520                           MDHt.NADP._Enz
## 522                           MDHt.NADP._Enz
## 523                           MDHt.NADP._Enz
## 526                                  Ppi_Enz
## 535                                  Ppi_Enz
## 561                                  Ppi_Enz
## 567                                  Ppi_Enz
## 591                                  Ppi_Enz
## 597                                  Ppi_Enz
## 600                                  Ppi_Enz
## 607                                  Ppi_Enz
## 608                                  Ppi_Enz
## 609                                  Ppi_Enz
## 610                                  Ppi_Enz
## 613                                 PGIt_Enz
## 617                                 PGIt_Enz
## 622                                 PGIt_Enz
## 641                                 PGIt_Enz
## 648                                 PGIt_Enz
## 652                                 PGIt_Enz
## 654                                 PGIt_Enz
## 655                                 PGIt_Enz
## 656                                 PGIt_Enz
## 665                                 PGIt_Enz
## 668                                 PGIt_Enz
## 672                                 PGIt_Enz
## 673                                 PGIt_Enz
## 674                                 PGIt_Enz
## 675                                 PGIt_Enz
## 676                                 PGIt_Enz
## 677                                 PGIt_Enz
## 678                                 PGIt_Enz
## 679                                 PGIt_Enz
## 680                                 PGIt_Enz
## 681                                 PGIt_Enz
## 682                                 PGIt_Enz
## 683                                 PGIt_Enz
## 684                                 PGIt_Enz
## 685                                 PGIt_Enz
## 686                                 PGIt_Enz
## 687                                 PGIt_Enz
## 688                                 PGIt_Enz
## 689                                 PGIt_Enz
## 690                                 PGIt_Enz
## 691                                 PGIt_Enz
## 692                                 PGIt_Enz
## 693                                 PGIt_Enz
## 771                                   PK_Enz
## 772                                   PK_Enz
## 774                                   PK_Enz
## 778                                   PK_Enz
## 780                                   PK_Enz
## 781                                   PK_Enz
## 854                          FBPase.cyt._Enz
## 859                          FBPase.cyt._Enz
## 866                          FBPase.cyt._Enz
## 867                          FBPase.cyt._Enz
## 868                          FBPase.cyt._Enz
## 869                          FBPase.cyt._Enz
## 942                            NAD_GAPDH_Enz
## 954                            NAD_GAPDH_Enz
## 955                            NAD_GAPDH_Enz
## 957                            NAD_GAPDH_Enz
## 958                            NAD_GAPDH_Enz
## 1031                                 KHK_Enz
## 1043                                 KHK_Enz
## 1044                                 KHK_Enz
## 1046                                 KHK_Enz
## 1047                                 KHK_Enz
## 1069                                  NT_Enz
## 1079                                  NT_Enz
## 1086                                  NT_Enz
## 1087                                  NT_Enz
## 1100                                  NT_Enz
## 1101                                  NT_Enz
## 1102                                  NT_Enz
## 1106                                  NT_Enz
## 1108                                  NT_Enz
## 1110                                  NT_Enz
## 1111                                  NT_Enz
## 1112                                  NT_Enz
## 1113                                  NT_Enz
## 1114                                  NT_Enz
## 1115                                  NT_Enz
## 1116                                  NT_Enz
## 1117                                  NT_Enz
## 1118                                  NT_Enz
## 1119                                  NT_Enz
## 1120                                  NT_Enz
## 1121                                  NT_Enz
## 1122                                  NT_Enz
## 1123                                  NT_Enz
## 1124                                  NT_Enz
## 1125                                  NT_Enz
## 1126                                  NT_Enz
## 1127                                  NT_Enz
## 1128                                  NT_Enz
## 1129                                  NT_Enz
## 1151                         max_Rubisco_Enz
## 1168                         max_Rubisco_Enz
## 1169                         max_Rubisco_Enz
## 1200                         max_Rubisco_Enz
## 1206                         max_Rubisco_Enz
## 1207                         max_Rubisco_Enz
## 1208                         max_Rubisco_Enz
## 1209                         max_Rubisco_Enz
## 1210                         max_Rubisco_Enz
## 1211                         max_Rubisco_Enz
## 1212                         max_Rubisco_Enz
## 1213                         max_Rubisco_Enz
## 1246                        DHDMIF.o.glu_Met
## 1247                        DHDMIF.o.glu_Met
## 1249                        DHDMIF.o.glu_Met
## 1250                        DHDMIF.o.glu_Met
## 1283                          Eriocitrin_Met
## 1284                          Eriocitrin_Met
## 1286                          Eriocitrin_Met
## 1287                          Eriocitrin_Met
## 1288                     Homoplantaginin_Met
## 1316                     Homoplantaginin_Met
## 1317                     Homoplantaginin_Met
## 1318                     Homoplantaginin_Met
## 1319                     Homoplantaginin_Met
## 1320                     Homoplantaginin_Met
## 1321                     Homoplantaginin_Met
## 1354      Isorhamnetin.3.O.neohesperidin_Met
## 1355      Isorhamnetin.3.O.neohesperidin_Met
## 1357      Isorhamnetin.3.O.neohesperidin_Met
## 1358      Isorhamnetin.3.O.neohesperidin_Met
## 1391                            Luteolin_Met
## 1392                            Luteolin_Met
## 1394                            Luteolin_Met
## 1395                            Luteolin_Met
## 1428                           Narirutin_Met
## 1429                           Narirutin_Met
## 1431                           Narirutin_Met
## 1432                           Narirutin_Met
## 1465                       Neohesperidin_Met
## 1466                       Neohesperidin_Met
## 1467                       Neohesperidin_Met
## 1500                        Plantagoside_Met
## 1501                        Plantagoside_Met
## 1503                        Plantagoside_Met
## 1504                        Plantagoside_Met
## 1537                          Quercitrin_Met
## 1539                          Quercitrin_Met
## 1540                          Quercitrin_Met
## 1573                            Spinosin_Met
## 1574                            Spinosin_Met
## 1576                            Spinosin_Met
## 1577                            Spinosin_Met
## 1610                 X3.Dehidroshikimate_Met
## 1611                 X3.Dehidroshikimate_Met
## 1613                 X3.Dehidroshikimate_Met
## 1614                 X3.Dehidroshikimate_Met
## 1615                 X4.Coumaryl.alcohol_Met
## 1643                 X4.Coumaryl.alcohol_Met
## 1644                 X4.Coumaryl.alcohol_Met
## 1645                 X4.Coumaryl.alcohol_Met
## 1646                 X4.Coumaryl.alcohol_Met
## 1647                 X4.Coumaryl.alcohol_Met
## 1648                 X4.Coumaryl.alcohol_Met
## 1681                            Bavachin_Met
## 1682                            Bavachin_Met
## 1684                            Bavachin_Met
## 1685                            Bavachin_Met
## 1718                         Guaijaverin_Met
## 1719                         Guaijaverin_Met
## 1721                         Guaijaverin_Met
## 1722                         Guaijaverin_Met
## 1755                            Tomatine_Met
## 1756                            Tomatine_Met
## 1758                            Tomatine_Met
## 1759                            Tomatine_Met
## 1792 X2..Deoxyguanosine.5..monophosphate_Met
## 1793 X2..Deoxyguanosine.5..monophosphate_Met
## 1795 X2..Deoxyguanosine.5..monophosphate_Met
## 1796 X2..Deoxyguanosine.5..monophosphate_Met
## 1829                       Acanthoside.B_Met
## 1830                       Acanthoside.B_Met
## 1832                       Acanthoside.B_Met
## 1833                       Acanthoside.B_Met
## 1866                X5.Demethylnobiletin_Met
## 1867                X5.Demethylnobiletin_Met
## 1869                X5.Demethylnobiletin_Met
## 1870                X5.Demethylnobiletin_Met
## 1903                   X5.methoxyflavone_Met
## 1904                   X5.methoxyflavone_Met
## 1906                   X5.methoxyflavone_Met
## 1907                   X5.methoxyflavone_Met
## 1940                             Flavone_Met
## 1941                             Flavone_Met
## 1943                             Flavone_Met
## 1944                             Flavone_Met
## 1977                      Liquiritigenin_Met
## 1978                      Liquiritigenin_Met
## 1980                      Liquiritigenin_Met
## 1981                      Liquiritigenin_Met
## 1986                           Nobiletin_Met
## 2008                           Nobiletin_Met
## 2014                           Nobiletin_Met
## 2015                           Nobiletin_Met
## 2016                           Nobiletin_Met
## 2017                           Nobiletin_Met
## 2050                                 Phe_Met
## 2051                                 Phe_Met
## 2053                                 Phe_Met
## 2054                                 Phe_Met
## 2087                               Rutin_Met
## 2089                               Rutin_Met
## 2090                               Rutin_Met
## 2123                  Tetrahydropiperine_Met
## 2124                  Tetrahydropiperine_Met
## 2126                  Tetrahydropiperine_Met
## 2127                  Tetrahydropiperine_Met
## 2160                        Vitexicarpin_Met
## 2161                        Vitexicarpin_Met
## 2163                        Vitexicarpin_Met
## 2164                        Vitexicarpin_Met
## 2197                X6.Benzylaminopurine_Met
## 2198                X6.Benzylaminopurine_Met
## 2200                X6.Benzylaminopurine_Met
## 2201                X6.Benzylaminopurine_Met
## 2234                    X6.Hydroxypurine_Met
## 2236                    X6.Hydroxypurine_Met
## 2237                    X6.Hydroxypurine_Met
## 2270                Apigenin.7.glucoside_Met
## 2272                Apigenin.7.glucoside_Met
## 2273                Apigenin.7.glucoside_Met
## 2306                            Arginine_Met
## 2307                            Arginine_Met
## 2309                            Arginine_Met
## 2310                            Arginine_Met
## 2343                           Coumarine_Met
## 2344                           Coumarine_Met
## 2345                           Coumarine_Met
## 2348                          Solasodine_Met
## 2372                          Solasodine_Met
## 2375                          Solasodine_Met
## 2376                          Solasodine_Met
## 2377                          Solasodine_Met
## 2378                          Solasodine_Met
## 2379                          Solasodine_Met
## 2380                          Solasodine_Met
## 2413                                 Thr_Met
## 2414                                 Thr_Met
## 2416                                 Thr_Met
## 2417                                 Thr_Met
## 2450                        Trigonelline_Met
## 2452                        Trigonelline_Met
## 2453                        Trigonelline_Met
## 2486                          Riboflavin_Met
## 2487                          Riboflavin_Met
## 2489                          Riboflavin_Met
## 2490                          Riboflavin_Met
## 2523               X1.Methylnicotinamide_Met
## 2524               X1.Methylnicotinamide_Met
## 2526               X1.Methylnicotinamide_Met
## 2527               X1.Methylnicotinamide_Met
## 2560                  X2.Phenylacetamide_Met
## 2561                  X2.Phenylacetamide_Met
## 2563                  X2.Phenylacetamide_Met
## 2564                  X2.Phenylacetamide_Met
## 2565                      Corticosterone_Met
## 2593                      Corticosterone_Met
## 2594                      Corticosterone_Met
## 2595                      Corticosterone_Met
## 2596                      Corticosterone_Met
## 2597                      Corticosterone_Met
## 2598                      Corticosterone_Met
## 2603                      Hydrocortisone_Met
## 2625                      Hydrocortisone_Met
## 2631                      Hydrocortisone_Met
## 2632                      Hydrocortisone_Met
## 2633                      Hydrocortisone_Met
## 2634                      Hydrocortisone_Met
## 2719                                 ALT_Enz
## 2720                                 ALT_Enz
## 2722                                 ALT_Enz
## 2723                                 ALT_Enz
## 2724                                 AST_Enz
## 2725                                 AST_Enz
## 2726                                 AST_Enz
## 2727                                 AST_Enz
## 2728                                 AST_Enz
## 2729                                 AST_Enz
## 2730                                 AST_Enz
## 2731                                 AST_Enz
## 2732                                 AST_Enz
## 2733                                 AST_Enz
## 2734                                 AST_Enz
## 2735                                 AST_Enz
## 2736                                 AST_Enz
## 2737                                 AST_Enz
## 2738                                 AST_Enz
## 2739                                 AST_Enz
## 2740                                 AST_Enz
## 2741                                 AST_Enz
## 2742                                 AST_Enz
## 2743                                 AST_Enz
## 2744                                 AST_Enz
## 2745                                 AST_Enz
## 2746                                 AST_Enz
## 2747                                 AST_Enz
## 2748                                 AST_Enz
## 2749                                 AST_Enz
## 2750                                 AST_Enz
## 2751                                 AST_Enz
## 2752                                 AST_Enz
## 2753                                 AST_Enz
## 2754                                 AST_Enz
## 2755                                 AST_Enz
## 2756                                 AST_Enz
## 2757                                 AST_Enz
## 2758                                 AST_Enz
## 2759                                 AST_Enz
## 2760                                 AST_Enz
## 2761                                 AST_Enz
## 2762                                 AST_Enz
## 2763                                 AST_Enz
## 2764                                 AST_Enz
## 2765                                 AST_Enz
## 2766                                 AST_Enz
## 2767                                 AST_Enz
## 2768                                 AST_Enz
## 2769                                 AST_Enz
## 2770                                 AST_Enz
## 2771                                 AST_Enz
## 2772                                 AST_Enz
## 2773                                 AST_Enz
## 2774                                 AST_Enz
## 2775                                 AST_Enz
## 2776                                 AST_Enz
## 2777                                 AST_Enz
## 2778                                 AST_Enz
## 2779                                 AST_Enz
## 2780                                 AST_Enz
## 2781                                 AST_Enz
## 2782                                 AST_Enz
## 2783                                 AST_Enz
## 2784                                 AST_Enz
## 2785                                 AST_Enz
## 2786                                 AST_Enz
## 2787                                 AST_Enz
## 2788                                 AST_Enz
## 2789                                 AST_Enz
## 2790                                 AST_Enz
## 2791                                 AST_Enz
## 2794                                  CS_Enz
## 2803                                  CS_Enz
## 2829                                  CS_Enz
## 2833                                  CS_Enz
## 2835                                  CS_Enz
## 2847                                  CS_Enz
## 2864                                  CS_Enz
## 2869                                  CS_Enz
## 2876                                  CS_Enz
## 2877                                  CS_Enz
## 2878                                  CS_Enz
## 2879                                  CS_Enz
## 2882                            MDH.NAD._Enz
## 2885                            MDH.NAD._Enz
## 2888                            MDH.NAD._Enz
## 2891                            MDH.NAD._Enz
## 2892                            MDH.NAD._Enz
## 2894                            MDH.NAD._Enz
## 2901                            MDH.NAD._Enz
## 2903                            MDH.NAD._Enz
## 2907                            MDH.NAD._Enz
## 2908                            MDH.NAD._Enz
## 2911                            MDH.NAD._Enz
## 2913                            MDH.NAD._Enz
## 2917                            MDH.NAD._Enz
## 2918                            MDH.NAD._Enz
## 2919                            MDH.NAD._Enz
## 2920                            MDH.NAD._Enz
## 2921                            MDH.NAD._Enz
## 2923                            MDH.NAD._Enz
## 2928                            MDH.NAD._Enz
## 2931                            MDH.NAD._Enz
## 2932                            MDH.NAD._Enz
## 2937                            MDH.NAD._Enz
## 2939                            MDH.NAD._Enz
## 2951                            MDH.NAD._Enz
## 2956                            MDH.NAD._Enz
## 2957                            MDH.NAD._Enz
## 2958                            MDH.NAD._Enz
## 2959                            MDH.NAD._Enz
## 2960                            MDH.NAD._Enz
## 2961                            MDH.NAD._Enz
## 2962                            MDH.NAD._Enz
## 2963                            MDH.NAD._Enz
## 2969                                PEPC_Enz
## 2976                                PEPC_Enz
## 2978                                PEPC_Enz
## 2994                                PEPC_Enz
## 3002                                PEPC_Enz
## 3009                                PEPC_Enz
## 3013                                PEPC_Enz
## 3014                                PEPC_Enz
## 3015                                PEPC_Enz
## 3016                                PEPC_Enz
## 3019                                PEPC_Enz
## 3021                                PEPC_Enz
## 3023                                PEPC_Enz
## 3024                                PEPC_Enz
## 3031                                PEPC_Enz
## 3037                                PEPC_Enz
## 3038                                PEPC_Enz
## 3039                                PEPC_Enz
## 3040                                PEPC_Enz
## 3041                                PEPC_Enz
## 3042                                PEPC_Enz
## 3043                                PEPC_Enz
## 3044                                PEPC_Enz
## 3047                                FBPA_Enz
## 3050                                FBPA_Enz
## 3053                                FBPA_Enz
## 3056                                FBPA_Enz
## 3057                                FBPA_Enz
## 3059                                FBPA_Enz
## 3066                                FBPA_Enz
## 3068                                FBPA_Enz
## 3072                                FBPA_Enz
## 3073                                FBPA_Enz
## 3076                                FBPA_Enz
## 3078                                FBPA_Enz
## 3082                                FBPA_Enz
## 3083                                FBPA_Enz
## 3084                                FBPA_Enz
## 3085                                FBPA_Enz
## 3086                                FBPA_Enz
## 3088                                FBPA_Enz
## 3093                                FBPA_Enz
## 3096                                FBPA_Enz
## 3097                                FBPA_Enz
## 3102                                FBPA_Enz
## 3104                                FBPA_Enz
## 3116                                FBPA_Enz
## 3121                                FBPA_Enz
## 3122                                FBPA_Enz
## 3123                                FBPA_Enz
## 3124                                FBPA_Enz
## 3125                                FBPA_Enz
## 3126                                FBPA_Enz
## 3127                                FBPA_Enz
## 3128                                FBPA_Enz
## 3213                                 PGM_Enz
## 3214                                 PGM_Enz
## 3216                                 PGM_Enz
## 3217                                 PGM_Enz
## 3250                            Farrerol_Met
## 3251                            Farrerol_Met
## 3253                            Farrerol_Met
## 3254                            Farrerol_Met
## 3287                          Avicularin_Met
## 3288                          Avicularin_Met
## 3290                          Avicularin_Met
## 3291                          Avicularin_Met
## 3324                       Isoquercitrin_Met
## 3325                       Isoquercitrin_Met
## 3327                       Isoquercitrin_Met
## 3328                       Isoquercitrin_Met
## 3329                       Kaempferitrin_Met
## 3342                       Kaempferitrin_Met
## 3345                       Kaempferitrin_Met
## 3348                       Kaempferitrin_Met
## 3350                       Kaempferitrin_Met
## 3361                       Kaempferitrin_Met
## 3362                       Kaempferitrin_Met
## 3363                       Kaempferitrin_Met
## 3396                       Shikimic.acid_Met
## 3397                       Shikimic.acid_Met
## 3399                       Shikimic.acid_Met
## 3400                       Shikimic.acid_Met
## 3433                          Kaempferol_Met
## 3434                          Kaempferol_Met
## 3436                          Kaempferol_Met
## 3437                          Kaempferol_Met
## 3440                          Tangeretin_Met
## 3442                          Tangeretin_Met
## 3454                          Tangeretin_Met
## 3470                          Tangeretin_Met
## 3471                          Tangeretin_Met
## 3472                          Tangeretin_Met
## 3473                          Tangeretin_Met
## 3506                           IAA.L.Ala_Met
## 3507                           IAA.L.Ala_Met
## 3509                           IAA.L.Ala_Met
## 3510                           IAA.L.Ala_Met
## 3512                                 Tyr_Met
## 3519                                 Tyr_Met
## 3523                                 Tyr_Met
## 3524                                 Tyr_Met
## 3525                                 Tyr_Met
## 3526                                 Tyr_Met
## 3529                                 Tyr_Met
## 3531                                 Tyr_Met
## 3533                                 Tyr_Met
## 3534                                 Tyr_Met
## 3538                                 Tyr_Met
## 3539                                 Tyr_Met
## 3540                                 Tyr_Met
## 3541                                 Tyr_Met
## 3542                                 Tyr_Met
## 3543                                 Tyr_Met
## 3544           Quercetin.3.O.sophoroside_Met
## 3545           Quercetin.3.O.sophoroside_Met
## 3548           Quercetin.3.O.sophoroside_Met
## 3556           Quercetin.3.O.sophoroside_Met
## 3557           Quercetin.3.O.sophoroside_Met
## 3558           Quercetin.3.O.sophoroside_Met
## 3559           Quercetin.3.O.sophoroside_Met
## 3564           Quercetin.3.O.sophoroside_Met
## 3565           Quercetin.3.O.sophoroside_Met
## 3569           Quercetin.3.O.sophoroside_Met
## 3573           Quercetin.3.O.sophoroside_Met
## 3574           Quercetin.3.O.sophoroside_Met
## 3575           Quercetin.3.O.sophoroside_Met
## 3577                                 I3C_Met
## 3578                                 I3C_Met
## 3580                                 I3C_Met
## 3581                                 I3C_Met
## 3587                                 I3C_Met
## 3588                                 I3C_Met
## 3590                                 I3C_Met
## 3591                                 I3C_Met
## 3593                                 I3C_Met
## 3594                                 I3C_Met
## 3596                                 I3C_Met
## 3597                                 I3C_Met
## 3598                                 I3C_Met
## 3599                                 I3C_Met
## 3601                                 I3C_Met
## 3607                                 I3C_Met
## 3608                                 I3C_Met
## 3609                                 I3C_Met
## 3610                                 I3C_Met
## 3615                      L.Homocysteine_Met
## 3624                      L.Homocysteine_Met
## 3626                      L.Homocysteine_Met
## 3630                      L.Homocysteine_Met
## 3632                      L.Homocysteine_Met
## 3634                      L.Homocysteine_Met
## 3635                      L.Homocysteine_Met
## 3643                      L.Homocysteine_Met
## 3644                      L.Homocysteine_Met
## 3646                      L.Homocysteine_Met
## 3647                      L.Homocysteine_Met
## 3649                 X4.Imidazoleacetate_Met
## 3650                 X4.Imidazoleacetate_Met
## 3652                 X4.Imidazoleacetate_Met
## 3653                 X4.Imidazoleacetate_Met
## 3659                 X4.Imidazoleacetate_Met
## 3660                 X4.Imidazoleacetate_Met
## 3662                 X4.Imidazoleacetate_Met
## 3663                 X4.Imidazoleacetate_Met
## 3665                 X4.Imidazoleacetate_Met
## 3666                 X4.Imidazoleacetate_Met
## 3668                 X4.Imidazoleacetate_Met
## 3669                 X4.Imidazoleacetate_Met
## 3670                 X4.Imidazoleacetate_Met
## 3671                 X4.Imidazoleacetate_Met
## 3673                 X4.Imidazoleacetate_Met
## 3679                 X4.Imidazoleacetate_Met
## 3680                 X4.Imidazoleacetate_Met
## 3681                 X4.Imidazoleacetate_Met
## 3682                 X4.Imidazoleacetate_Met
## 3683                                PGKd_Enz
## 3684                                PGKd_Enz
## 3685                                PGKd_Enz
## 3686                                PGKd_Enz
## 3687                                PGKd_Enz
## 3688                                PGKd_Enz
## 3689                                PGKd_Enz
## 3690                                PGKd_Enz
## 3691                                PGKd_Enz
## 3692                                PGKd_Enz
## 3693                                PGKd_Enz
## 3694                                PGKd_Enz
## 3695                                PGKd_Enz
## 3696                                PGKd_Enz
## 3697                                PGKd_Enz
## 3698                                PGKd_Enz
## 3699                                PGKd_Enz
## 3700                                PGKd_Enz
## 3701                                PGKd_Enz
## 3702                                PGKd_Enz
## 3703                                PGKd_Enz
## 3704                                PGKd_Enz
## 3705                                PGKd_Enz
## 3706                                PGKd_Enz
## 3707                                PGKd_Enz
## 3708                                PGKd_Enz
## 3709                                PGKd_Enz
## 3710                                PGKd_Enz
## 3711                                PGKd_Enz
## 3712                                PGKd_Enz
## 3713                                PGKd_Enz
## 3714                                PGKd_Enz
## 3715                                PGKd_Enz
## 3716                                PGKd_Enz
## 3717                                PGKd_Enz
## 3718                                PGKd_Enz
## 3719                                PGKd_Enz
## 3720                                PGKd_Enz
## 3721                                PGKd_Enz
## 3722                                PGKd_Enz
## 3723                                PGKd_Enz
## 3724                                PGKd_Enz
## 3725                                PGKd_Enz
## 3726                                PGKd_Enz
## 3727                                PGKd_Enz
## 3728                                PGKd_Enz
## 3729                                PGKd_Enz
## 3730                                PGKd_Enz
## 3731                                PGKd_Enz
## 3732                                PGKd_Enz
## 3733                                PGKd_Enz
## 3734                                PGKd_Enz
## 3735                                PGKd_Enz
## 3736                                PGKd_Enz
## 3737                                PGKd_Enz
## 3738                                PGKd_Enz
## 3739                                PGKd_Enz
## 3740                                PGKd_Enz
## 3741                                PGKd_Enz
## 3742                                PGKd_Enz
## 3743                                PGKd_Enz
## 3744                                PGKd_Enz
## 3745                                PGKd_Enz
## 3746                                PGKd_Enz
## 3747                                PGKd_Enz
## 3748                                PGKd_Enz
## 3749                                PGKd_Enz
## 3750                                PGKd_Enz
## 3751                                PGKd_Enz
## 3752                          NADP_GAPDH_Enz
## 3753                          NADP_GAPDH_Enz
## 3754                          NADP_GAPDH_Enz
## 3755                          NADP_GAPDH_Enz
## 3756                          NADP_GAPDH_Enz
## 3757                          NADP_GAPDH_Enz
## 3758                          NADP_GAPDH_Enz
## 3759                          NADP_GAPDH_Enz
## 3760                          NADP_GAPDH_Enz
## 3761                          NADP_GAPDH_Enz
## 3762                          NADP_GAPDH_Enz
## 3763                          NADP_GAPDH_Enz
## 3764                          NADP_GAPDH_Enz
## 3765                          NADP_GAPDH_Enz
## 3766                          NADP_GAPDH_Enz
## 3767                          NADP_GAPDH_Enz
## 3768                          NADP_GAPDH_Enz
## 3769                          NADP_GAPDH_Enz
## 3770                          NADP_GAPDH_Enz
## 3771                          NADP_GAPDH_Enz
## 3772                          NADP_GAPDH_Enz
## 3773                          NADP_GAPDH_Enz
## 3774                          NADP_GAPDH_Enz
## 3775                          NADP_GAPDH_Enz
## 3776                          NADP_GAPDH_Enz
## 3777                          NADP_GAPDH_Enz
## 3778                          NADP_GAPDH_Enz
## 3779                          NADP_GAPDH_Enz
## 3780                          NADP_GAPDH_Enz
## 3781                          NADP_GAPDH_Enz
## 3782                          NADP_GAPDH_Enz
## 3783                          NADP_GAPDH_Enz
## 3784                          NADP_GAPDH_Enz
## 3785                          NADP_GAPDH_Enz
## 3786                          NADP_GAPDH_Enz
## 3787                          NADP_GAPDH_Enz
## 3788                          NADP_GAPDH_Enz
## 3789                          NADP_GAPDH_Enz
## 3790                          NADP_GAPDH_Enz
## 3791                          NADP_GAPDH_Enz
## 3792                          NADP_GAPDH_Enz
## 3793                          NADP_GAPDH_Enz
## 3794                          NADP_GAPDH_Enz
## 3795                          NADP_GAPDH_Enz
## 3796                          NADP_GAPDH_Enz
## 3797                          NADP_GAPDH_Enz
## 3798                          NADP_GAPDH_Enz
## 3799                          NADP_GAPDH_Enz
## 3800                          NADP_GAPDH_Enz
## 3801                          NADP_GAPDH_Enz
## 3802                          NADP_GAPDH_Enz
## 3803                          NADP_GAPDH_Enz
## 3804                          NADP_GAPDH_Enz
## 3805                          NADP_GAPDH_Enz
## 3806                          NADP_GAPDH_Enz
## 3807                          NADP_GAPDH_Enz
## 3808                          NADP_GAPDH_Enz
## 3809                          NADP_GAPDH_Enz
## 3810                          NADP_GAPDH_Enz
## 3811                          NADP_GAPDH_Enz
## 3812                          NADP_GAPDH_Enz
## 3813                          NADP_GAPDH_Enz
## 3814                          NADP_GAPDH_Enz
## 3815                          NADP_GAPDH_Enz
## 3816                          NADP_GAPDH_Enz
## 3817                          NADP_GAPDH_Enz
## 3818                          NADP_GAPDH_Enz
## 3819                          NADP_GAPDH_Enz
## 3820                          NADP_GAPDH_Enz
## 3821                          NADP_GAPDH_Enz
## 3822                          NADP_GAPDH_Enz
## 3823                            NADP.IDH_Enz
## 3824                            NADP.IDH_Enz
## 3825                            NADP.IDH_Enz
## 3826                            NADP.IDH_Enz
## 3827                            NADP.IDH_Enz
## 3828                            NADP.IDH_Enz
## 3829                            NADP.IDH_Enz
## 3830                            NADP.IDH_Enz
## 3831                            NADP.IDH_Enz
## 3832                            NADP.IDH_Enz
## 3833                            NADP.IDH_Enz
## 3834                            NADP.IDH_Enz
## 3835                            NADP.IDH_Enz
## 3836                            NADP.IDH_Enz
## 3837                            NADP.IDH_Enz
## 3838                            NADP.IDH_Enz
## 3839                            NADP.IDH_Enz
## 3840                            NADP.IDH_Enz
## 3841                            NADP.IDH_Enz
## 3842                            NADP.IDH_Enz
## 3843                            NADP.IDH_Enz
## 3844                            NADP.IDH_Enz
## 3845                            NADP.IDH_Enz
## 3846                            NADP.IDH_Enz
## 3847                            NADP.IDH_Enz
## 3848                            NADP.IDH_Enz
## 3849                            NADP.IDH_Enz
## 3850                            NADP.IDH_Enz
## 3851                            NADP.IDH_Enz
## 3852                            NADP.IDH_Enz
## 3853                            NADP.IDH_Enz
## 3854                            NADP.IDH_Enz
## 3855                            NADP.IDH_Enz
## 3856                            NADP.IDH_Enz
## 3857                            NADP.IDH_Enz
## 3858                            NADP.IDH_Enz
## 3859                            NADP.IDH_Enz
## 3860                            NADP.IDH_Enz
## 3861                            NADP.IDH_Enz
## 3862                            NADP.IDH_Enz
## 3863                            NADP.IDH_Enz
## 3864                            NADP.IDH_Enz
## 3865                            NADP.IDH_Enz
## 3866                            NADP.IDH_Enz
## 3867                            NADP.IDH_Enz
## 3868                            NADP.IDH_Enz
## 3869                            NADP.IDH_Enz
## 3870                            NADP.IDH_Enz
## 3871                            NADP.IDH_Enz
## 3872                            NADP.IDH_Enz
## 3873                            NADP.IDH_Enz
## 3874                            NADP.IDH_Enz
## 3875                            NADP.IDH_Enz
## 3876                            NADP.IDH_Enz
## 3877                            NADP.IDH_Enz
## 3878                            NADP.IDH_Enz
## 3879                            NADP.IDH_Enz
## 3880                            NADP.IDH_Enz
## 3881                            NADP.IDH_Enz
## 3882                            NADP.IDH_Enz
## 3883                            NADP.IDH_Enz
## 3884                            NADP.IDH_Enz
## 3885                            NADP.IDH_Enz
## 3886                            NADP.IDH_Enz
## 3887                            NADP.IDH_Enz
## 3888                            NADP.IDH_Enz
## 3889                            NADP.IDH_Enz
## 3890                            NADP.IDH_Enz
## 3891                            NADP.IDH_Enz
## 3892                            NADP.IDH_Enz
## 3893                            NADP.IDH_Enz
##                                           to fromType toType
## 73                                   Tyr_Met      Enz    Met
## 78             Quercetin.3.O.sophoroside_Met      Enz    Met
## 85                                   Ctr_Pph      Enz    Pph
## 86                                    gB_Pph      Enz    Pph
## 87                           PP2C_CNBKDP_Pph      Enz    Pph
## 88                                   THT_Pph      Enz    Pph
## 130                                  PR1_Pph      Enz    Pph
## 156                        Kaempferitrin_Met      Enz    Met
## 161                                  Tyr_Met      Enz    Met
## 163                                STPSs_Pph      Enz    Pph
## 166                                  I3C_Met      Enz    Met
## 167                       L.Homocysteine_Met      Enz    Met
## 168                  X4.Imidazoleacetate_Met      Enz    Met
## 169                                TBL34_Pph      Enz    Pph
## 170                                 NOA1_Pph      Enz    Pph
## 171                                   TP_Pph      Enz    Pph
## 172                                   gB_Pph      Enz    Pph
## 173                          PP2C_CNBKDP_Pph      Enz    Pph
## 174                                  THT_Pph      Enz    Pph
## 253                                  I3C_Met      Enz    Met
## 255                  X4.Imidazoleacetate_Met      Enz    Met
## 259                                  Ctr_Pph      Enz    Pph
## 260                          PP2C_CNBKDP_Pph      Enz    Pph
## 261                         NAD.P._bRFSP_Pph      Enz    Pph
## 293                           Solasodine_Met      Enz    Met
## 314                                PKMTs_Pph      Enz    Pph
## 320                               NP24pp_Pph      Enz    Pph
## 322                                 DSlP_Pph      Enz    Pph
## 332                           Tangeretin_Met      Enz    Met
## 334                                  Tyr_Met      Enz    Met
## 338                              X2OGoxy_Pph      Enz    Pph
## 340                                  I3C_Met      Enz    Met
## 342                  X4.Imidazoleacetate_Met      Enz    Met
## 346                                  Ctr_Pph      Enz    Pph
## 347                          PP2C_CNBKDP_Pph      Enz    Pph
## 348                         NAD.P._bRFSP_Pph      Enz    Pph
## 380                           Solasodine_Met      Enz    Met
## 401                                PKMTs_Pph      Enz    Pph
## 407                               NP24pp_Pph      Enz    Pph
## 409                                 DSlP_Pph      Enz    Pph
## 419                           Tangeretin_Met      Enz    Met
## 421                                  Tyr_Met      Enz    Met
## 425                              X2OGoxy_Pph      Enz    Pph
## 427                                  I3C_Met      Enz    Met
## 429                  X4.Imidazoleacetate_Met      Enz    Met
## 433                                  Ctr_Pph      Enz    Pph
## 434                          PP2C_CNBKDP_Pph      Enz    Pph
## 435                         NAD.P._bRFSP_Pph      Enz    Pph
## 513            Quercetin.3.O.sophoroside_Met      Enz    Met
## 514                                  I3C_Met      Enz    Met
## 516                  X4.Imidazoleacetate_Met      Enz    Met
## 520                                   gB_Pph      Enz    Pph
## 522                                  THT_Pph      Enz    Pph
## 523                         NAD.P._bRFSP_Pph      Enz    Pph
## 526                      Homoplantaginin_Met      Enz    Met
## 535                  X4.Coumaryl.alcohol_Met      Enz    Met
## 561                       Corticosterone_Met      Enz    Met
## 567                                  URK_Pph      Enz    Pph
## 591                        Kaempferitrin_Met      Enz    Met
## 597                                STPSs_Pph      Enz    Pph
## 600            Quercetin.3.O.sophoroside_Met      Enz    Met
## 607                                  Ctr_Pph      Enz    Pph
## 608                                   gB_Pph      Enz    Pph
## 609                          PP2C_CNBKDP_Pph      Enz    Pph
## 610                                  THT_Pph      Enz    Pph
## 613                      Homoplantaginin_Met      Enz    Met
## 617                        Neohesperidin_Met      Enz    Met
## 622                  X4.Coumaryl.alcohol_Met      Enz    Met
## 641                            Coumarine_Met      Enz    Met
## 648                       Corticosterone_Met      Enz    Met
## 652                                  PR1_Pph      Enz    Pph
## 654                                  URK_Pph      Enz    Pph
## 655                              DUF3511_Pph      Enz    Pph
## 656                              GR_RBP3_Pph      Enz    Pph
## 665                                  GTs_Pph      Enz    Pph
## 668                             zf_A20.1_Pph      Enz    Pph
## 672                                  GGH_Pph      Enz    Pph
## 673                         RING_typeE3s_Pph      Enz    Pph
## 674                                  AOS_Pph      Enz    Pph
## 675                             Farrerol_Met      Enz    Met
## 676                           Avicularin_Met      Enz    Met
## 677                        Isoquercitrin_Met      Enz    Met
## 678                        Shikimic.acid_Met      Enz    Met
## 679                           Kaempferol_Met      Enz    Met
## 680                           Tangeretin_Met      Enz    Met
## 681                            IAA.L.Ala_Met      Enz    Met
## 682                              CaBP_EF_Pph      Enz    Pph
## 683                                 AP5B_Pph      Enz    Pph
## 684                              X2OGoxy_Pph      Enz    Pph
## 685                                  I3C_Met      Enz    Met
## 686                       L.Homocysteine_Met      Enz    Met
## 687                  X4.Imidazoleacetate_Met      Enz    Met
## 688                                TBL34_Pph      Enz    Pph
## 689                                 NOA1_Pph      Enz    Pph
## 690                                   TP_Pph      Enz    Pph
## 691                                   gB_Pph      Enz    Pph
## 692                          PP2C_CNBKDP_Pph      Enz    Pph
## 693                                  THT_Pph      Enz    Pph
## 771            Quercetin.3.O.sophoroside_Met      Enz    Met
## 772                                  I3C_Met      Enz    Met
## 774                  X4.Imidazoleacetate_Met      Enz    Met
## 778                                   gB_Pph      Enz    Pph
## 780                                  THT_Pph      Enz    Pph
## 781                         NAD.P._bRFSP_Pph      Enz    Pph
## 854                                  Tyr_Met      Enz    Met
## 859            Quercetin.3.O.sophoroside_Met      Enz    Met
## 866                                  Ctr_Pph      Enz    Pph
## 867                                   gB_Pph      Enz    Pph
## 868                          PP2C_CNBKDP_Pph      Enz    Pph
## 869                                  THT_Pph      Enz    Pph
## 942                                  Tyr_Met      Enz    Met
## 954                                  Ctr_Pph      Enz    Pph
## 955                                   gB_Pph      Enz    Pph
## 957                                  THT_Pph      Enz    Pph
## 958                         NAD.P._bRFSP_Pph      Enz    Pph
## 1031                                 Tyr_Met      Enz    Met
## 1043                                 Ctr_Pph      Enz    Pph
## 1044                                  gB_Pph      Enz    Pph
## 1046                                 THT_Pph      Enz    Pph
## 1047                        NAD.P._bRFSP_Pph      Enz    Pph
## 1069                           Nobiletin_Met      Enz    Met
## 1079                          Solasodine_Met      Enz    Met
## 1086                      Hydrocortisone_Met      Enz    Met
## 1087                                  PK_Pph      Enz    Pph
## 1100                               PKMTs_Pph      Enz    Pph
## 1101                                 LOX_Pph      Enz    Pph
## 1102                                 GTs_Pph      Enz    Pph
## 1106                              NP24pp_Pph      Enz    Pph
## 1108                                DSlP_Pph      Enz    Pph
## 1110                        RING_typeE3s_Pph      Enz    Pph
## 1111                                 AOS_Pph      Enz    Pph
## 1112                            Farrerol_Met      Enz    Met
## 1113                          Avicularin_Met      Enz    Met
## 1114                       Isoquercitrin_Met      Enz    Met
## 1115                       Kaempferitrin_Met      Enz    Met
## 1116                       Shikimic.acid_Met      Enz    Met
## 1117                          Kaempferol_Met      Enz    Met
## 1118                           IAA.L.Ala_Met      Enz    Met
## 1119                                 Tyr_Met      Enz    Met
## 1120                             CaBP_EF_Pph      Enz    Pph
## 1121                               STPSs_Pph      Enz    Pph
## 1122                                AP5B_Pph      Enz    Pph
## 1123           Quercetin.3.O.sophoroside_Met      Enz    Met
## 1124                      L.Homocysteine_Met      Enz    Met
## 1125                               TBL34_Pph      Enz    Pph
## 1126                                NOA1_Pph      Enz    Pph
## 1127                                  TP_Pph      Enz    Pph
## 1128                         PP2C_CNBKDP_Pph      Enz    Pph
## 1129                        NAD.P._bRFSP_Pph      Enz    Pph
## 1151                           Nobiletin_Met      Enz    Met
## 1168                      Hydrocortisone_Met      Enz    Met
## 1169                                  PK_Pph      Enz    Pph
## 1200                          Tangeretin_Met      Enz    Met
## 1206                             X2OGoxy_Pph      Enz    Pph
## 1207           Quercetin.3.O.sophoroside_Met      Enz    Met
## 1208                      L.Homocysteine_Met      Enz    Met
## 1209                               TBL34_Pph      Enz    Pph
## 1210                                NOA1_Pph      Enz    Pph
## 1211                                  TP_Pph      Enz    Pph
## 1212                         PP2C_CNBKDP_Pph      Enz    Pph
## 1213                        NAD.P._bRFSP_Pph      Enz    Pph
## 1246                                 Ctr_Pph      Met    Pph
## 1247                                  gB_Pph      Met    Pph
## 1249                                 THT_Pph      Met    Pph
## 1250                        NAD.P._bRFSP_Pph      Met    Pph
## 1283                                 Ctr_Pph      Met    Pph
## 1284                                  gB_Pph      Met    Pph
## 1286                                 THT_Pph      Met    Pph
## 1287                        NAD.P._bRFSP_Pph      Met    Pph
## 1288                                  PK_Pph      Met    Pph
## 1316                             X2OGoxy_Pph      Met    Pph
## 1317                               TBL34_Pph      Met    Pph
## 1318                                NOA1_Pph      Met    Pph
## 1319                                  TP_Pph      Met    Pph
## 1320                         PP2C_CNBKDP_Pph      Met    Pph
## 1321                        NAD.P._bRFSP_Pph      Met    Pph
## 1354                                 Ctr_Pph      Met    Pph
## 1355                                  gB_Pph      Met    Pph
## 1357                                 THT_Pph      Met    Pph
## 1358                        NAD.P._bRFSP_Pph      Met    Pph
## 1391                                 Ctr_Pph      Met    Pph
## 1392                                  gB_Pph      Met    Pph
## 1394                                 THT_Pph      Met    Pph
## 1395                        NAD.P._bRFSP_Pph      Met    Pph
## 1428                                 Ctr_Pph      Met    Pph
## 1429                                  gB_Pph      Met    Pph
## 1431                                 THT_Pph      Met    Pph
## 1432                        NAD.P._bRFSP_Pph      Met    Pph
## 1465                                 Ctr_Pph      Met    Pph
## 1466                         PP2C_CNBKDP_Pph      Met    Pph
## 1467                        NAD.P._bRFSP_Pph      Met    Pph
## 1500                                 Ctr_Pph      Met    Pph
## 1501                                  gB_Pph      Met    Pph
## 1503                                 THT_Pph      Met    Pph
## 1504                        NAD.P._bRFSP_Pph      Met    Pph
## 1537                                  gB_Pph      Met    Pph
## 1539                                 THT_Pph      Met    Pph
## 1540                        NAD.P._bRFSP_Pph      Met    Pph
## 1573                                 Ctr_Pph      Met    Pph
## 1574                                  gB_Pph      Met    Pph
## 1576                                 THT_Pph      Met    Pph
## 1577                        NAD.P._bRFSP_Pph      Met    Pph
## 1610                                 Ctr_Pph      Met    Pph
## 1611                                  gB_Pph      Met    Pph
## 1613                                 THT_Pph      Met    Pph
## 1614                        NAD.P._bRFSP_Pph      Met    Pph
## 1615                                  PK_Pph      Met    Pph
## 1643                             X2OGoxy_Pph      Met    Pph
## 1644                               TBL34_Pph      Met    Pph
## 1645                                NOA1_Pph      Met    Pph
## 1646                                  TP_Pph      Met    Pph
## 1647                         PP2C_CNBKDP_Pph      Met    Pph
## 1648                        NAD.P._bRFSP_Pph      Met    Pph
## 1681                                 Ctr_Pph      Met    Pph
## 1682                                  gB_Pph      Met    Pph
## 1684                                 THT_Pph      Met    Pph
## 1685                        NAD.P._bRFSP_Pph      Met    Pph
## 1718                                 Ctr_Pph      Met    Pph
## 1719                                  gB_Pph      Met    Pph
## 1721                                 THT_Pph      Met    Pph
## 1722                        NAD.P._bRFSP_Pph      Met    Pph
## 1755                                 Ctr_Pph      Met    Pph
## 1756                                  gB_Pph      Met    Pph
## 1758                                 THT_Pph      Met    Pph
## 1759                        NAD.P._bRFSP_Pph      Met    Pph
## 1792                                 Ctr_Pph      Met    Pph
## 1793                                  gB_Pph      Met    Pph
## 1795                                 THT_Pph      Met    Pph
## 1796                        NAD.P._bRFSP_Pph      Met    Pph
## 1829                                 Ctr_Pph      Met    Pph
## 1830                                  gB_Pph      Met    Pph
## 1832                                 THT_Pph      Met    Pph
## 1833                        NAD.P._bRFSP_Pph      Met    Pph
## 1866                                 Ctr_Pph      Met    Pph
## 1867                                  gB_Pph      Met    Pph
## 1869                                 THT_Pph      Met    Pph
## 1870                        NAD.P._bRFSP_Pph      Met    Pph
## 1903                                 Ctr_Pph      Met    Pph
## 1904                                  gB_Pph      Met    Pph
## 1906                                 THT_Pph      Met    Pph
## 1907                        NAD.P._bRFSP_Pph      Met    Pph
## 1940                                 Ctr_Pph      Met    Pph
## 1941                                  gB_Pph      Met    Pph
## 1943                                 THT_Pph      Met    Pph
## 1944                        NAD.P._bRFSP_Pph      Met    Pph
## 1977                                 Ctr_Pph      Met    Pph
## 1978                                  gB_Pph      Met    Pph
## 1980                                 THT_Pph      Met    Pph
## 1981                        NAD.P._bRFSP_Pph      Met    Pph
## 1986                                 URK_Pph      Met    Pph
## 2008                               STPSs_Pph      Met    Pph
## 2014                                 Ctr_Pph      Met    Pph
## 2015                                  gB_Pph      Met    Pph
## 2016                         PP2C_CNBKDP_Pph      Met    Pph
## 2017                                 THT_Pph      Met    Pph
## 2050                                 Ctr_Pph      Met    Pph
## 2051                                  gB_Pph      Met    Pph
## 2053                                 THT_Pph      Met    Pph
## 2054                        NAD.P._bRFSP_Pph      Met    Pph
## 2087                                  gB_Pph      Met    Pph
## 2089                                 THT_Pph      Met    Pph
## 2090                        NAD.P._bRFSP_Pph      Met    Pph
## 2123                                 Ctr_Pph      Met    Pph
## 2124                                  gB_Pph      Met    Pph
## 2126                                 THT_Pph      Met    Pph
## 2127                        NAD.P._bRFSP_Pph      Met    Pph
## 2160                                 Ctr_Pph      Met    Pph
## 2161                                  gB_Pph      Met    Pph
## 2163                                 THT_Pph      Met    Pph
## 2164                        NAD.P._bRFSP_Pph      Met    Pph
## 2197                                 Ctr_Pph      Met    Pph
## 2198                                  gB_Pph      Met    Pph
## 2200                                 THT_Pph      Met    Pph
## 2201                        NAD.P._bRFSP_Pph      Met    Pph
## 2234                                  gB_Pph      Met    Pph
## 2236                                 THT_Pph      Met    Pph
## 2237                        NAD.P._bRFSP_Pph      Met    Pph
## 2270                                  gB_Pph      Met    Pph
## 2272                                 THT_Pph      Met    Pph
## 2273                        NAD.P._bRFSP_Pph      Met    Pph
## 2306                                 Ctr_Pph      Met    Pph
## 2307                                  gB_Pph      Met    Pph
## 2309                                 THT_Pph      Met    Pph
## 2310                        NAD.P._bRFSP_Pph      Met    Pph
## 2343                                 Ctr_Pph      Met    Pph
## 2344                         PP2C_CNBKDP_Pph      Met    Pph
## 2345                        NAD.P._bRFSP_Pph      Met    Pph
## 2348                                 PR1_Pph      Met    Pph
## 2372                               STPSs_Pph      Met    Pph
## 2375                               TBL34_Pph      Met    Pph
## 2376                                NOA1_Pph      Met    Pph
## 2377                                  TP_Pph      Met    Pph
## 2378                                  gB_Pph      Met    Pph
## 2379                         PP2C_CNBKDP_Pph      Met    Pph
## 2380                                 THT_Pph      Met    Pph
## 2413                                 Ctr_Pph      Met    Pph
## 2414                                  gB_Pph      Met    Pph
## 2416                                 THT_Pph      Met    Pph
## 2417                        NAD.P._bRFSP_Pph      Met    Pph
## 2450                                  gB_Pph      Met    Pph
## 2452                                 THT_Pph      Met    Pph
## 2453                        NAD.P._bRFSP_Pph      Met    Pph
## 2486                                 Ctr_Pph      Met    Pph
## 2487                                  gB_Pph      Met    Pph
## 2489                                 THT_Pph      Met    Pph
## 2490                        NAD.P._bRFSP_Pph      Met    Pph
## 2523                                 Ctr_Pph      Met    Pph
## 2524                                  gB_Pph      Met    Pph
## 2526                                 THT_Pph      Met    Pph
## 2527                        NAD.P._bRFSP_Pph      Met    Pph
## 2560                                 Ctr_Pph      Met    Pph
## 2561                                  gB_Pph      Met    Pph
## 2563                                 THT_Pph      Met    Pph
## 2564                        NAD.P._bRFSP_Pph      Met    Pph
## 2565                                  PK_Pph      Met    Pph
## 2593                             X2OGoxy_Pph      Met    Pph
## 2594                               TBL34_Pph      Met    Pph
## 2595                                NOA1_Pph      Met    Pph
## 2596                                  TP_Pph      Met    Pph
## 2597                         PP2C_CNBKDP_Pph      Met    Pph
## 2598                        NAD.P._bRFSP_Pph      Met    Pph
## 2603                                 URK_Pph      Met    Pph
## 2625                               STPSs_Pph      Met    Pph
## 2631                                 Ctr_Pph      Met    Pph
## 2632                                  gB_Pph      Met    Pph
## 2633                         PP2C_CNBKDP_Pph      Met    Pph
## 2634                                 THT_Pph      Met    Pph
## 2719                                 Ctr_Pph      Enz    Pph
## 2720                                  gB_Pph      Enz    Pph
## 2722                                 THT_Pph      Enz    Pph
## 2723                        NAD.P._bRFSP_Pph      Enz    Pph
## 2724                        DHDMIF.o.glu_Met      Enz    Met
## 2725                          Eriocitrin_Met      Enz    Met
## 2726                     Homoplantaginin_Met      Enz    Met
## 2727      Isorhamnetin.3.O.neohesperidin_Met      Enz    Met
## 2728                            Luteolin_Met      Enz    Met
## 2729                       Neohesperidin_Met      Enz    Met
## 2730                        Plantagoside_Met      Enz    Met
## 2731                          Quercitrin_Met      Enz    Met
## 2732                            Spinosin_Met      Enz    Met
## 2733                 X3.Dehidroshikimate_Met      Enz    Met
## 2734                 X4.Coumaryl.alcohol_Met      Enz    Met
## 2735                         Guaijaverin_Met      Enz    Met
## 2736 X2..Deoxyguanosine.5..monophosphate_Met      Enz    Met
## 2737                       Acanthoside.B_Met      Enz    Met
## 2738                X5.Demethylnobiletin_Met      Enz    Met
## 2739                   X5.methoxyflavone_Met      Enz    Met
## 2740                             Flavone_Met      Enz    Met
## 2741                      Liquiritigenin_Met      Enz    Met
## 2742                                 Phe_Met      Enz    Met
## 2743                               Rutin_Met      Enz    Met
## 2744                  Tetrahydropiperine_Met      Enz    Met
## 2745                        Vitexicarpin_Met      Enz    Met
## 2746                X6.Benzylaminopurine_Met      Enz    Met
## 2747                    X6.Hydroxypurine_Met      Enz    Met
## 2748                Apigenin.7.glucoside_Met      Enz    Met
## 2749                            Arginine_Met      Enz    Met
## 2750                           Coumarine_Met      Enz    Met
## 2751                          Solasodine_Met      Enz    Met
## 2752                                 Thr_Met      Enz    Met
## 2753                        Trigonelline_Met      Enz    Met
## 2754                          Riboflavin_Met      Enz    Met
## 2755               X1.Methylnicotinamide_Met      Enz    Met
## 2756                  X2.Phenylacetamide_Met      Enz    Met
## 2757                      Corticosterone_Met      Enz    Met
## 2758                                LHT8_Pph      Enz    Pph
## 2759                               CHI17_Pph      Enz    Pph
## 2760                                 URK_Pph      Enz    Pph
## 2761                             DUF3511_Pph      Enz    Pph
## 2762                             GR_RBP3_Pph      Enz    Pph
## 2763                                TOM1_Pph      Enz    Pph
## 2764                           Chitinase_Pph      Enz    Pph
## 2765                               AURPU_Pph      Enz    Pph
## 2766                             LAG1_LP_Pph      Enz    Pph
## 2767                              VPS33A_Pph      Enz    Pph
## 2768                               PKMTs_Pph      Enz    Pph
## 2769                                 LOX_Pph      Enz    Pph
## 2770                                 GTs_Pph      Enz    Pph
## 2771                            zf.B_box_Pph      Enz    Pph
## 2772                            zf_A20.1_Pph      Enz    Pph
## 2773                              NP24pp_Pph      Enz    Pph
## 2774                                 X5._Pph      Enz    Pph
## 2775                                DSlP_Pph      Enz    Pph
## 2776                                 GGH_Pph      Enz    Pph
## 2777                        RING_typeE3s_Pph      Enz    Pph
## 2778                                 AOS_Pph      Enz    Pph
## 2779                            Farrerol_Met      Enz    Met
## 2780                          Avicularin_Met      Enz    Met
## 2781                       Isoquercitrin_Met      Enz    Met
## 2782                       Kaempferitrin_Met      Enz    Met
## 2783                       Shikimic.acid_Met      Enz    Met
## 2784                          Kaempferol_Met      Enz    Met
## 2785                          Tangeretin_Met      Enz    Met
## 2786                           IAA.L.Ala_Met      Enz    Met
## 2787                                 Tyr_Met      Enz    Met
## 2788                             CaBP_EF_Pph      Enz    Pph
## 2789                               STPSs_Pph      Enz    Pph
## 2790                                AP5B_Pph      Enz    Pph
## 2791                             X2OGoxy_Pph      Enz    Pph
## 2794                     Homoplantaginin_Met      Enz    Met
## 2803                 X4.Coumaryl.alcohol_Met      Enz    Met
## 2829                      Corticosterone_Met      Enz    Met
## 2833                                 PR1_Pph      Enz    Pph
## 2835                                 URK_Pph      Enz    Pph
## 2847                                DCL3_Pph      Enz    Pph
## 2864                                 Tyr_Met      Enz    Met
## 2869           Quercetin.3.O.sophoroside_Met      Enz    Met
## 2876                                 Ctr_Pph      Enz    Pph
## 2877                                  gB_Pph      Enz    Pph
## 2878                         PP2C_CNBKDP_Pph      Enz    Pph
## 2879                                 THT_Pph      Enz    Pph
## 2882                     Homoplantaginin_Met      Enz    Met
## 2885                           Narirutin_Met      Enz    Met
## 2888                          Quercitrin_Met      Enz    Met
## 2891                 X4.Coumaryl.alcohol_Met      Enz    Met
## 2892                            Bavachin_Met      Enz    Met
## 2894                            Tomatine_Met      Enz    Met
## 2901                           Nobiletin_Met      Enz    Met
## 2903                               Rutin_Met      Enz    Met
## 2907                    X6.Hydroxypurine_Met      Enz    Met
## 2908                Apigenin.7.glucoside_Met      Enz    Met
## 2911                          Solasodine_Met      Enz    Met
## 2913                        Trigonelline_Met      Enz    Met
## 2917                      Corticosterone_Met      Enz    Met
## 2918                      Hydrocortisone_Met      Enz    Met
## 2919                                  PK_Pph      Enz    Pph
## 2920                                LHT8_Pph      Enz    Pph
## 2921                                 PR1_Pph      Enz    Pph
## 2923                                 URK_Pph      Enz    Pph
## 2928                                SQLE_Pph      Enz    Pph
## 2931                              VPS33A_Pph      Enz    Pph
## 2932                               PKMTs_Pph      Enz    Pph
## 2937                              NP24pp_Pph      Enz    Pph
## 2939                                DSlP_Pph      Enz    Pph
## 2951                                 Tyr_Met      Enz    Met
## 2956           Quercetin.3.O.sophoroside_Met      Enz    Met
## 2957                                 I3C_Met      Enz    Met
## 2958                      L.Homocysteine_Met      Enz    Met
## 2959                 X4.Imidazoleacetate_Met      Enz    Met
## 2960                               TBL34_Pph      Enz    Pph
## 2961                                NOA1_Pph      Enz    Pph
## 2962                                  TP_Pph      Enz    Pph
## 2963                                 Ctr_Pph      Enz    Pph
## 2969                           Narirutin_Met      Enz    Met
## 2976                            Bavachin_Met      Enz    Met
## 2978                            Tomatine_Met      Enz    Met
## 2994                          Solasodine_Met      Enz    Met
## 3002                                 PR1_Pph      Enz    Pph
## 3009                                SQLE_Pph      Enz    Pph
## 3013                               PKMTs_Pph      Enz    Pph
## 3014                                 LOX_Pph      Enz    Pph
## 3015                                 GTs_Pph      Enz    Pph
## 3016                                DCL3_Pph      Enz    Pph
## 3019                              NP24pp_Pph      Enz    Pph
## 3021                                DSlP_Pph      Enz    Pph
## 3023                        RING_typeE3s_Pph      Enz    Pph
## 3024                                 AOS_Pph      Enz    Pph
## 3031                          Tangeretin_Met      Enz    Met
## 3037                             X2OGoxy_Pph      Enz    Pph
## 3038           Quercetin.3.O.sophoroside_Met      Enz    Met
## 3039                      L.Homocysteine_Met      Enz    Met
## 3040                               TBL34_Pph      Enz    Pph
## 3041                                NOA1_Pph      Enz    Pph
## 3042                                  TP_Pph      Enz    Pph
## 3043                         PP2C_CNBKDP_Pph      Enz    Pph
## 3044                        NAD.P._bRFSP_Pph      Enz    Pph
## 3047                     Homoplantaginin_Met      Enz    Met
## 3050                           Narirutin_Met      Enz    Met
## 3053                          Quercitrin_Met      Enz    Met
## 3056                 X4.Coumaryl.alcohol_Met      Enz    Met
## 3057                            Bavachin_Met      Enz    Met
## 3059                            Tomatine_Met      Enz    Met
## 3066                           Nobiletin_Met      Enz    Met
## 3068                               Rutin_Met      Enz    Met
## 3072                    X6.Hydroxypurine_Met      Enz    Met
## 3073                Apigenin.7.glucoside_Met      Enz    Met
## 3076                          Solasodine_Met      Enz    Met
## 3078                        Trigonelline_Met      Enz    Met
## 3082                      Corticosterone_Met      Enz    Met
## 3083                      Hydrocortisone_Met      Enz    Met
## 3084                                  PK_Pph      Enz    Pph
## 3085                                LHT8_Pph      Enz    Pph
## 3086                                 PR1_Pph      Enz    Pph
## 3088                                 URK_Pph      Enz    Pph
## 3093                                SQLE_Pph      Enz    Pph
## 3096                              VPS33A_Pph      Enz    Pph
## 3097                               PKMTs_Pph      Enz    Pph
## 3102                              NP24pp_Pph      Enz    Pph
## 3104                                DSlP_Pph      Enz    Pph
## 3116                                 Tyr_Met      Enz    Met
## 3121           Quercetin.3.O.sophoroside_Met      Enz    Met
## 3122                                 I3C_Met      Enz    Met
## 3123                      L.Homocysteine_Met      Enz    Met
## 3124                 X4.Imidazoleacetate_Met      Enz    Met
## 3125                               TBL34_Pph      Enz    Pph
## 3126                                NOA1_Pph      Enz    Pph
## 3127                                  TP_Pph      Enz    Pph
## 3128                                 Ctr_Pph      Enz    Pph
## 3213                                 Ctr_Pph      Enz    Pph
## 3214                                  gB_Pph      Enz    Pph
## 3216                                 THT_Pph      Enz    Pph
## 3217                        NAD.P._bRFSP_Pph      Enz    Pph
## 3250                                 Ctr_Pph      Met    Pph
## 3251                                  gB_Pph      Met    Pph
## 3253                                 THT_Pph      Met    Pph
## 3254                        NAD.P._bRFSP_Pph      Met    Pph
## 3287                                 Ctr_Pph      Met    Pph
## 3288                                  gB_Pph      Met    Pph
## 3290                                 THT_Pph      Met    Pph
## 3291                        NAD.P._bRFSP_Pph      Met    Pph
## 3324                                 Ctr_Pph      Met    Pph
## 3325                                  gB_Pph      Met    Pph
## 3327                                 THT_Pph      Met    Pph
## 3328                        NAD.P._bRFSP_Pph      Met    Pph
## 3329                                  PK_Pph      Met    Pph
## 3342                               PKMTs_Pph      Met    Pph
## 3345                                DCL3_Pph      Met    Pph
## 3348                              NP24pp_Pph      Met    Pph
## 3350                                DSlP_Pph      Met    Pph
## 3361                                 Ctr_Pph      Met    Pph
## 3362                         PP2C_CNBKDP_Pph      Met    Pph
## 3363                        NAD.P._bRFSP_Pph      Met    Pph
## 3396                                 Ctr_Pph      Met    Pph
## 3397                                  gB_Pph      Met    Pph
## 3399                                 THT_Pph      Met    Pph
## 3400                        NAD.P._bRFSP_Pph      Met    Pph
## 3433                                 Ctr_Pph      Met    Pph
## 3434                                  gB_Pph      Met    Pph
## 3436                                 THT_Pph      Met    Pph
## 3437                        NAD.P._bRFSP_Pph      Met    Pph
## 3440                                 PR1_Pph      Met    Pph
## 3442                                 URK_Pph      Met    Pph
## 3454                                DCL3_Pph      Met    Pph
## 3470                                 Ctr_Pph      Met    Pph
## 3471                                  gB_Pph      Met    Pph
## 3472                         PP2C_CNBKDP_Pph      Met    Pph
## 3473                                 THT_Pph      Met    Pph
## 3506                                 Ctr_Pph      Met    Pph
## 3507                                  gB_Pph      Met    Pph
## 3509                                 THT_Pph      Met    Pph
## 3510                        NAD.P._bRFSP_Pph      Met    Pph
## 3512                                 PR1_Pph      Met    Pph
## 3519                                SQLE_Pph      Met    Pph
## 3523                               PKMTs_Pph      Met    Pph
## 3524                                 LOX_Pph      Met    Pph
## 3525                                 GTs_Pph      Met    Pph
## 3526                                DCL3_Pph      Met    Pph
## 3529                              NP24pp_Pph      Met    Pph
## 3531                                DSlP_Pph      Met    Pph
## 3533                        RING_typeE3s_Pph      Met    Pph
## 3534                                 AOS_Pph      Met    Pph
## 3538                             X2OGoxy_Pph      Met    Pph
## 3539                               TBL34_Pph      Met    Pph
## 3540                                NOA1_Pph      Met    Pph
## 3541                                  TP_Pph      Met    Pph
## 3542                         PP2C_CNBKDP_Pph      Met    Pph
## 3543                        NAD.P._bRFSP_Pph      Met    Pph
## 3544                                  PK_Pph      Met    Pph
## 3545                                LHT8_Pph      Met    Pph
## 3548                                 URK_Pph      Met    Pph
## 3556                              VPS33A_Pph      Met    Pph
## 3557                                 LOX_Pph      Met    Pph
## 3558                                 GTs_Pph      Met    Pph
## 3559                                DCL3_Pph      Met    Pph
## 3564                        RING_typeE3s_Pph      Met    Pph
## 3565                                 AOS_Pph      Met    Pph
## 3569                             X2OGoxy_Pph      Met    Pph
## 3573                                 Ctr_Pph      Met    Pph
## 3574                         PP2C_CNBKDP_Pph      Met    Pph
## 3575                        NAD.P._bRFSP_Pph      Met    Pph
## 3577                                LHT8_Pph      Met    Pph
## 3578                                 PR1_Pph      Met    Pph
## 3580                             DUF3511_Pph      Met    Pph
## 3581                             GR_RBP3_Pph      Met    Pph
## 3587                              VPS33A_Pph      Met    Pph
## 3588                               PKMTs_Pph      Met    Pph
## 3590                                 GTs_Pph      Met    Pph
## 3591                                DCL3_Pph      Met    Pph
## 3593                            zf_A20.1_Pph      Met    Pph
## 3594                              NP24pp_Pph      Met    Pph
## 3596                                DSlP_Pph      Met    Pph
## 3597                                 GGH_Pph      Met    Pph
## 3598                        RING_typeE3s_Pph      Met    Pph
## 3599                                 AOS_Pph      Met    Pph
## 3601                               STPSs_Pph      Met    Pph
## 3607                                 Ctr_Pph      Met    Pph
## 3608                                  gB_Pph      Met    Pph
## 3609                         PP2C_CNBKDP_Pph      Met    Pph
## 3610                                 THT_Pph      Met    Pph
## 3615                                 URK_Pph      Met    Pph
## 3624                               PKMTs_Pph      Met    Pph
## 3626                                 GTs_Pph      Met    Pph
## 3630                              NP24pp_Pph      Met    Pph
## 3632                                DSlP_Pph      Met    Pph
## 3634                        RING_typeE3s_Pph      Met    Pph
## 3635                                 AOS_Pph      Met    Pph
## 3643                                 Ctr_Pph      Met    Pph
## 3644                                  gB_Pph      Met    Pph
## 3646                                 THT_Pph      Met    Pph
## 3647                        NAD.P._bRFSP_Pph      Met    Pph
## 3649                                LHT8_Pph      Met    Pph
## 3650                                 PR1_Pph      Met    Pph
## 3652                             DUF3511_Pph      Met    Pph
## 3653                             GR_RBP3_Pph      Met    Pph
## 3659                              VPS33A_Pph      Met    Pph
## 3660                               PKMTs_Pph      Met    Pph
## 3662                                 GTs_Pph      Met    Pph
## 3663                                DCL3_Pph      Met    Pph
## 3665                            zf_A20.1_Pph      Met    Pph
## 3666                              NP24pp_Pph      Met    Pph
## 3668                                DSlP_Pph      Met    Pph
## 3669                                 GGH_Pph      Met    Pph
## 3670                        RING_typeE3s_Pph      Met    Pph
## 3671                                 AOS_Pph      Met    Pph
## 3673                               STPSs_Pph      Met    Pph
## 3679                                 Ctr_Pph      Met    Pph
## 3680                                  gB_Pph      Met    Pph
## 3681                         PP2C_CNBKDP_Pph      Met    Pph
## 3682                                 THT_Pph      Met    Pph
## 3683                        DHDMIF.o.glu_Met      Enz    Met
## 3684                          Eriocitrin_Met      Enz    Met
## 3685      Isorhamnetin.3.O.neohesperidin_Met      Enz    Met
## 3686                            Luteolin_Met      Enz    Met
## 3687                           Narirutin_Met      Enz    Met
## 3688                        Plantagoside_Met      Enz    Met
## 3689                          Quercitrin_Met      Enz    Met
## 3690                            Spinosin_Met      Enz    Met
## 3691                 X3.Dehidroshikimate_Met      Enz    Met
## 3692                            Bavachin_Met      Enz    Met
## 3693                         Guaijaverin_Met      Enz    Met
## 3694                            Tomatine_Met      Enz    Met
## 3695 X2..Deoxyguanosine.5..monophosphate_Met      Enz    Met
## 3696                       Acanthoside.B_Met      Enz    Met
## 3697                X5.Demethylnobiletin_Met      Enz    Met
## 3698                   X5.methoxyflavone_Met      Enz    Met
## 3699                             Flavone_Met      Enz    Met
## 3700                      Liquiritigenin_Met      Enz    Met
## 3701                           Nobiletin_Met      Enz    Met
## 3702                                 Phe_Met      Enz    Met
## 3703                               Rutin_Met      Enz    Met
## 3704                  Tetrahydropiperine_Met      Enz    Met
## 3705                        Vitexicarpin_Met      Enz    Met
## 3706                X6.Benzylaminopurine_Met      Enz    Met
## 3707                    X6.Hydroxypurine_Met      Enz    Met
## 3708                Apigenin.7.glucoside_Met      Enz    Met
## 3709                            Arginine_Met      Enz    Met
## 3710                          Solasodine_Met      Enz    Met
## 3711                                 Thr_Met      Enz    Met
## 3712                        Trigonelline_Met      Enz    Met
## 3713                          Riboflavin_Met      Enz    Met
## 3714               X1.Methylnicotinamide_Met      Enz    Met
## 3715                  X2.Phenylacetamide_Met      Enz    Met
## 3716                      Hydrocortisone_Met      Enz    Met
## 3717                                  PK_Pph      Enz    Pph
## 3718                                LHT8_Pph      Enz    Pph
## 3719                               CHI17_Pph      Enz    Pph
## 3720                                TOM1_Pph      Enz    Pph
## 3721                           Chitinase_Pph      Enz    Pph
## 3722                                SQLE_Pph      Enz    Pph
## 3723                               AURPU_Pph      Enz    Pph
## 3724                             LAG1_LP_Pph      Enz    Pph
## 3725                              VPS33A_Pph      Enz    Pph
## 3726                               PKMTs_Pph      Enz    Pph
## 3727                                 LOX_Pph      Enz    Pph
## 3728                                DCL3_Pph      Enz    Pph
## 3729                            zf.B_box_Pph      Enz    Pph
## 3730                              NP24pp_Pph      Enz    Pph
## 3731                                 X5._Pph      Enz    Pph
## 3732                                DSlP_Pph      Enz    Pph
## 3733                            Farrerol_Met      Enz    Met
## 3734                          Avicularin_Met      Enz    Met
## 3735                       Isoquercitrin_Met      Enz    Met
## 3736                       Shikimic.acid_Met      Enz    Met
## 3737                          Kaempferol_Met      Enz    Met
## 3738                          Tangeretin_Met      Enz    Met
## 3739                           IAA.L.Ala_Met      Enz    Met
## 3740                             CaBP_EF_Pph      Enz    Pph
## 3741                                AP5B_Pph      Enz    Pph
## 3742                             X2OGoxy_Pph      Enz    Pph
## 3743                                 I3C_Met      Enz    Met
## 3744                      L.Homocysteine_Met      Enz    Met
## 3745                 X4.Imidazoleacetate_Met      Enz    Met
## 3746                               TBL34_Pph      Enz    Pph
## 3747                                NOA1_Pph      Enz    Pph
## 3748                                  TP_Pph      Enz    Pph
## 3749                                  gB_Pph      Enz    Pph
## 3750                         PP2C_CNBKDP_Pph      Enz    Pph
## 3751                                 THT_Pph      Enz    Pph
## 3752                        DHDMIF.o.glu_Met      Enz    Met
## 3753                          Eriocitrin_Met      Enz    Met
## 3754                     Homoplantaginin_Met      Enz    Met
## 3755      Isorhamnetin.3.O.neohesperidin_Met      Enz    Met
## 3756                            Luteolin_Met      Enz    Met
## 3757                           Narirutin_Met      Enz    Met
## 3758                       Neohesperidin_Met      Enz    Met
## 3759                        Plantagoside_Met      Enz    Met
## 3760                          Quercitrin_Met      Enz    Met
## 3761                            Spinosin_Met      Enz    Met
## 3762                 X3.Dehidroshikimate_Met      Enz    Met
## 3763                 X4.Coumaryl.alcohol_Met      Enz    Met
## 3764                            Bavachin_Met      Enz    Met
## 3765                         Guaijaverin_Met      Enz    Met
## 3766                            Tomatine_Met      Enz    Met
## 3767 X2..Deoxyguanosine.5..monophosphate_Met      Enz    Met
## 3768                       Acanthoside.B_Met      Enz    Met
## 3769                X5.Demethylnobiletin_Met      Enz    Met
## 3770                   X5.methoxyflavone_Met      Enz    Met
## 3771                             Flavone_Met      Enz    Met
## 3772                      Liquiritigenin_Met      Enz    Met
## 3773                                 Phe_Met      Enz    Met
## 3774                               Rutin_Met      Enz    Met
## 3775                  Tetrahydropiperine_Met      Enz    Met
## 3776                        Vitexicarpin_Met      Enz    Met
## 3777                X6.Benzylaminopurine_Met      Enz    Met
## 3778                    X6.Hydroxypurine_Met      Enz    Met
## 3779                Apigenin.7.glucoside_Met      Enz    Met
## 3780                            Arginine_Met      Enz    Met
## 3781                           Coumarine_Met      Enz    Met
## 3782                                 Thr_Met      Enz    Met
## 3783                        Trigonelline_Met      Enz    Met
## 3784                          Riboflavin_Met      Enz    Met
## 3785               X1.Methylnicotinamide_Met      Enz    Met
## 3786                  X2.Phenylacetamide_Met      Enz    Met
## 3787                      Corticosterone_Met      Enz    Met
## 3788                                LHT8_Pph      Enz    Pph
## 3789                                 PR1_Pph      Enz    Pph
## 3790                               CHI17_Pph      Enz    Pph
## 3791                                 URK_Pph      Enz    Pph
## 3792                             DUF3511_Pph      Enz    Pph
## 3793                             GR_RBP3_Pph      Enz    Pph
## 3794                                TOM1_Pph      Enz    Pph
## 3795                           Chitinase_Pph      Enz    Pph
## 3796                                SQLE_Pph      Enz    Pph
## 3797                               AURPU_Pph      Enz    Pph
## 3798                             LAG1_LP_Pph      Enz    Pph
## 3799                              VPS33A_Pph      Enz    Pph
## 3800                                DCL3_Pph      Enz    Pph
## 3801                            zf.B_box_Pph      Enz    Pph
## 3802                            zf_A20.1_Pph      Enz    Pph
## 3803                                 X5._Pph      Enz    Pph
## 3804                                 GGH_Pph      Enz    Pph
## 3805                            Farrerol_Met      Enz    Met
## 3806                          Avicularin_Met      Enz    Met
## 3807                       Isoquercitrin_Met      Enz    Met
## 3808                       Kaempferitrin_Met      Enz    Met
## 3809                       Shikimic.acid_Met      Enz    Met
## 3810                          Kaempferol_Met      Enz    Met
## 3811                           IAA.L.Ala_Met      Enz    Met
## 3812                                 Tyr_Met      Enz    Met
## 3813                             CaBP_EF_Pph      Enz    Pph
## 3814                               STPSs_Pph      Enz    Pph
## 3815                                AP5B_Pph      Enz    Pph
## 3816           Quercetin.3.O.sophoroside_Met      Enz    Met
## 3817                      L.Homocysteine_Met      Enz    Met
## 3818                               TBL34_Pph      Enz    Pph
## 3819                                NOA1_Pph      Enz    Pph
## 3820                                  TP_Pph      Enz    Pph
## 3821                         PP2C_CNBKDP_Pph      Enz    Pph
## 3822                        NAD.P._bRFSP_Pph      Enz    Pph
## 3823                        DHDMIF.o.glu_Met      Enz    Met
## 3824                          Eriocitrin_Met      Enz    Met
## 3825                     Homoplantaginin_Met      Enz    Met
## 3826      Isorhamnetin.3.O.neohesperidin_Met      Enz    Met
## 3827                            Luteolin_Met      Enz    Met
## 3828                           Narirutin_Met      Enz    Met
## 3829                       Neohesperidin_Met      Enz    Met
## 3830                        Plantagoside_Met      Enz    Met
## 3831                          Quercitrin_Met      Enz    Met
## 3832                            Spinosin_Met      Enz    Met
## 3833                 X3.Dehidroshikimate_Met      Enz    Met
## 3834                 X4.Coumaryl.alcohol_Met      Enz    Met
## 3835                            Bavachin_Met      Enz    Met
## 3836                         Guaijaverin_Met      Enz    Met
## 3837                            Tomatine_Met      Enz    Met
## 3838 X2..Deoxyguanosine.5..monophosphate_Met      Enz    Met
## 3839                       Acanthoside.B_Met      Enz    Met
## 3840                X5.Demethylnobiletin_Met      Enz    Met
## 3841                   X5.methoxyflavone_Met      Enz    Met
## 3842                             Flavone_Met      Enz    Met
## 3843                      Liquiritigenin_Met      Enz    Met
## 3844                                 Phe_Met      Enz    Met
## 3845                               Rutin_Met      Enz    Met
## 3846                  Tetrahydropiperine_Met      Enz    Met
## 3847                        Vitexicarpin_Met      Enz    Met
## 3848                X6.Benzylaminopurine_Met      Enz    Met
## 3849                    X6.Hydroxypurine_Met      Enz    Met
## 3850                Apigenin.7.glucoside_Met      Enz    Met
## 3851                            Arginine_Met      Enz    Met
## 3852                           Coumarine_Met      Enz    Met
## 3853                                 Thr_Met      Enz    Met
## 3854                        Trigonelline_Met      Enz    Met
## 3855                          Riboflavin_Met      Enz    Met
## 3856               X1.Methylnicotinamide_Met      Enz    Met
## 3857                  X2.Phenylacetamide_Met      Enz    Met
## 3858                      Corticosterone_Met      Enz    Met
## 3859                                LHT8_Pph      Enz    Pph
## 3860                                 PR1_Pph      Enz    Pph
## 3861                               CHI17_Pph      Enz    Pph
## 3862                                 URK_Pph      Enz    Pph
## 3863                             DUF3511_Pph      Enz    Pph
## 3864                             GR_RBP3_Pph      Enz    Pph
## 3865                                TOM1_Pph      Enz    Pph
## 3866                           Chitinase_Pph      Enz    Pph
## 3867                                SQLE_Pph      Enz    Pph
## 3868                               AURPU_Pph      Enz    Pph
## 3869                             LAG1_LP_Pph      Enz    Pph
## 3870                              VPS33A_Pph      Enz    Pph
## 3871                                DCL3_Pph      Enz    Pph
## 3872                            zf.B_box_Pph      Enz    Pph
## 3873                            zf_A20.1_Pph      Enz    Pph
## 3874                                 X5._Pph      Enz    Pph
## 3875                                 GGH_Pph      Enz    Pph
## 3876                            Farrerol_Met      Enz    Met
## 3877                          Avicularin_Met      Enz    Met
## 3878                       Isoquercitrin_Met      Enz    Met
## 3879                       Kaempferitrin_Met      Enz    Met
## 3880                       Shikimic.acid_Met      Enz    Met
## 3881                          Kaempferol_Met      Enz    Met
## 3882                           IAA.L.Ala_Met      Enz    Met
## 3883                                 Tyr_Met      Enz    Met
## 3884                             CaBP_EF_Pph      Enz    Pph
## 3885                               STPSs_Pph      Enz    Pph
## 3886                                AP5B_Pph      Enz    Pph
## 3887           Quercetin.3.O.sophoroside_Met      Enz    Met
## 3888                      L.Homocysteine_Met      Enz    Met
## 3889                               TBL34_Pph      Enz    Pph
## 3890                                NOA1_Pph      Enz    Pph
## 3891                                  TP_Pph      Enz    Pph
## 3892                         PP2C_CNBKDP_Pph      Enz    Pph
## 3893                        NAD.P._bRFSP_Pph      Enz    Pph
##                                      ID1                                 ID2
## 73                                AGPase                                 Tyr
## 78                                AGPase           Quercetin.3.O.sophoroside
## 85                                AGPase                                 Ctr
## 86                                AGPase                                  gB
## 87                                AGPase                         PP2C_CNBKDP
## 88                                AGPase                                 THT
## 130                                   DH                                 PR1
## 156                                   DH                       Kaempferitrin
## 161                                   DH                                 Tyr
## 163                                   DH                               STPSs
## 166                                   DH                                 I3C
## 167                                   DH                      L.Homocysteine
## 168                                   DH                 X4.Imidazoleacetate
## 169                                   DH                               TBL34
## 170                                   DH                                NOA1
## 171                                   DH                                  TP
## 172                                   DH                                  gB
## 173                                   DH                         PP2C_CNBKDP
## 174                                   DH                                 THT
## 253                                   GK                                 I3C
## 255                                   GK                 X4.Imidazoleacetate
## 259                                   GK                                 Ctr
## 260                                   GK                         PP2C_CNBKDP
## 261                                   GK                        NAD.P._bRFSP
## 293                             GDH.NAD.                          Solasodine
## 314                             GDH.NAD.                               PKMTs
## 320                             GDH.NAD.                              NP24pp
## 322                             GDH.NAD.                                DSlP
## 332                             GDH.NAD.                          Tangeretin
## 334                             GDH.NAD.                                 Tyr
## 338                             GDH.NAD.                             X2OGoxy
## 340                             GDH.NAD.                                 I3C
## 342                             GDH.NAD.                 X4.Imidazoleacetate
## 346                             GDH.NAD.                                 Ctr
## 347                             GDH.NAD.                         PP2C_CNBKDP
## 348                             GDH.NAD.                        NAD.P._bRFSP
## 380                          MDHi..NADP.                          Solasodine
## 401                          MDHi..NADP.                               PKMTs
## 407                          MDHi..NADP.                              NP24pp
## 409                          MDHi..NADP.                                DSlP
## 419                          MDHi..NADP.                          Tangeretin
## 421                          MDHi..NADP.                                 Tyr
## 425                          MDHi..NADP.                             X2OGoxy
## 427                          MDHi..NADP.                                 I3C
## 429                          MDHi..NADP.                 X4.Imidazoleacetate
## 433                          MDHi..NADP.                                 Ctr
## 434                          MDHi..NADP.                         PP2C_CNBKDP
## 435                          MDHi..NADP.                        NAD.P._bRFSP
## 513                           MDHt.NADP.           Quercetin.3.O.sophoroside
## 514                           MDHt.NADP.                                 I3C
## 516                           MDHt.NADP.                 X4.Imidazoleacetate
## 520                           MDHt.NADP.                                  gB
## 522                           MDHt.NADP.                                 THT
## 523                           MDHt.NADP.                        NAD.P._bRFSP
## 526                                  Ppi                     Homoplantaginin
## 535                                  Ppi                 X4.Coumaryl.alcohol
## 561                                  Ppi                      Corticosterone
## 567                                  Ppi                                 URK
## 591                                  Ppi                       Kaempferitrin
## 597                                  Ppi                               STPSs
## 600                                  Ppi           Quercetin.3.O.sophoroside
## 607                                  Ppi                                 Ctr
## 608                                  Ppi                                  gB
## 609                                  Ppi                         PP2C_CNBKDP
## 610                                  Ppi                                 THT
## 613                                 PGIt                     Homoplantaginin
## 617                                 PGIt                       Neohesperidin
## 622                                 PGIt                 X4.Coumaryl.alcohol
## 641                                 PGIt                           Coumarine
## 648                                 PGIt                      Corticosterone
## 652                                 PGIt                                 PR1
## 654                                 PGIt                                 URK
## 655                                 PGIt                             DUF3511
## 656                                 PGIt                             GR_RBP3
## 665                                 PGIt                                 GTs
## 668                                 PGIt                            zf_A20.1
## 672                                 PGIt                                 GGH
## 673                                 PGIt                        RING_typeE3s
## 674                                 PGIt                                 AOS
## 675                                 PGIt                            Farrerol
## 676                                 PGIt                          Avicularin
## 677                                 PGIt                       Isoquercitrin
## 678                                 PGIt                       Shikimic.acid
## 679                                 PGIt                          Kaempferol
## 680                                 PGIt                          Tangeretin
## 681                                 PGIt                           IAA.L.Ala
## 682                                 PGIt                             CaBP_EF
## 683                                 PGIt                                AP5B
## 684                                 PGIt                             X2OGoxy
## 685                                 PGIt                                 I3C
## 686                                 PGIt                      L.Homocysteine
## 687                                 PGIt                 X4.Imidazoleacetate
## 688                                 PGIt                               TBL34
## 689                                 PGIt                                NOA1
## 690                                 PGIt                                  TP
## 691                                 PGIt                                  gB
## 692                                 PGIt                         PP2C_CNBKDP
## 693                                 PGIt                                 THT
## 771                                   PK           Quercetin.3.O.sophoroside
## 772                                   PK                                 I3C
## 774                                   PK                 X4.Imidazoleacetate
## 778                                   PK                                  gB
## 780                                   PK                                 THT
## 781                                   PK                        NAD.P._bRFSP
## 854                          FBPase.cyt.                                 Tyr
## 859                          FBPase.cyt.           Quercetin.3.O.sophoroside
## 866                          FBPase.cyt.                                 Ctr
## 867                          FBPase.cyt.                                  gB
## 868                          FBPase.cyt.                         PP2C_CNBKDP
## 869                          FBPase.cyt.                                 THT
## 942                            NAD_GAPDH                                 Tyr
## 954                            NAD_GAPDH                                 Ctr
## 955                            NAD_GAPDH                                  gB
## 957                            NAD_GAPDH                                 THT
## 958                            NAD_GAPDH                        NAD.P._bRFSP
## 1031                                 KHK                                 Tyr
## 1043                                 KHK                                 Ctr
## 1044                                 KHK                                  gB
## 1046                                 KHK                                 THT
## 1047                                 KHK                        NAD.P._bRFSP
## 1069                                  NT                           Nobiletin
## 1079                                  NT                          Solasodine
## 1086                                  NT                      Hydrocortisone
## 1087                                  NT                                  PK
## 1100                                  NT                               PKMTs
## 1101                                  NT                                 LOX
## 1102                                  NT                                 GTs
## 1106                                  NT                              NP24pp
## 1108                                  NT                                DSlP
## 1110                                  NT                        RING_typeE3s
## 1111                                  NT                                 AOS
## 1112                                  NT                            Farrerol
## 1113                                  NT                          Avicularin
## 1114                                  NT                       Isoquercitrin
## 1115                                  NT                       Kaempferitrin
## 1116                                  NT                       Shikimic.acid
## 1117                                  NT                          Kaempferol
## 1118                                  NT                           IAA.L.Ala
## 1119                                  NT                                 Tyr
## 1120                                  NT                             CaBP_EF
## 1121                                  NT                               STPSs
## 1122                                  NT                                AP5B
## 1123                                  NT           Quercetin.3.O.sophoroside
## 1124                                  NT                      L.Homocysteine
## 1125                                  NT                               TBL34
## 1126                                  NT                                NOA1
## 1127                                  NT                                  TP
## 1128                                  NT                         PP2C_CNBKDP
## 1129                                  NT                        NAD.P._bRFSP
## 1151                         max_Rubisco                           Nobiletin
## 1168                         max_Rubisco                      Hydrocortisone
## 1169                         max_Rubisco                                  PK
## 1200                         max_Rubisco                          Tangeretin
## 1206                         max_Rubisco                             X2OGoxy
## 1207                         max_Rubisco           Quercetin.3.O.sophoroside
## 1208                         max_Rubisco                      L.Homocysteine
## 1209                         max_Rubisco                               TBL34
## 1210                         max_Rubisco                                NOA1
## 1211                         max_Rubisco                                  TP
## 1212                         max_Rubisco                         PP2C_CNBKDP
## 1213                         max_Rubisco                        NAD.P._bRFSP
## 1246                        DHDMIF.o.glu                                 Ctr
## 1247                        DHDMIF.o.glu                                  gB
## 1249                        DHDMIF.o.glu                                 THT
## 1250                        DHDMIF.o.glu                        NAD.P._bRFSP
## 1283                          Eriocitrin                                 Ctr
## 1284                          Eriocitrin                                  gB
## 1286                          Eriocitrin                                 THT
## 1287                          Eriocitrin                        NAD.P._bRFSP
## 1288                     Homoplantaginin                                  PK
## 1316                     Homoplantaginin                             X2OGoxy
## 1317                     Homoplantaginin                               TBL34
## 1318                     Homoplantaginin                                NOA1
## 1319                     Homoplantaginin                                  TP
## 1320                     Homoplantaginin                         PP2C_CNBKDP
## 1321                     Homoplantaginin                        NAD.P._bRFSP
## 1354      Isorhamnetin.3.O.neohesperidin                                 Ctr
## 1355      Isorhamnetin.3.O.neohesperidin                                  gB
## 1357      Isorhamnetin.3.O.neohesperidin                                 THT
## 1358      Isorhamnetin.3.O.neohesperidin                        NAD.P._bRFSP
## 1391                            Luteolin                                 Ctr
## 1392                            Luteolin                                  gB
## 1394                            Luteolin                                 THT
## 1395                            Luteolin                        NAD.P._bRFSP
## 1428                           Narirutin                                 Ctr
## 1429                           Narirutin                                  gB
## 1431                           Narirutin                                 THT
## 1432                           Narirutin                        NAD.P._bRFSP
## 1465                       Neohesperidin                                 Ctr
## 1466                       Neohesperidin                         PP2C_CNBKDP
## 1467                       Neohesperidin                        NAD.P._bRFSP
## 1500                        Plantagoside                                 Ctr
## 1501                        Plantagoside                                  gB
## 1503                        Plantagoside                                 THT
## 1504                        Plantagoside                        NAD.P._bRFSP
## 1537                          Quercitrin                                  gB
## 1539                          Quercitrin                                 THT
## 1540                          Quercitrin                        NAD.P._bRFSP
## 1573                            Spinosin                                 Ctr
## 1574                            Spinosin                                  gB
## 1576                            Spinosin                                 THT
## 1577                            Spinosin                        NAD.P._bRFSP
## 1610                 X3.Dehidroshikimate                                 Ctr
## 1611                 X3.Dehidroshikimate                                  gB
## 1613                 X3.Dehidroshikimate                                 THT
## 1614                 X3.Dehidroshikimate                        NAD.P._bRFSP
## 1615                 X4.Coumaryl.alcohol                                  PK
## 1643                 X4.Coumaryl.alcohol                             X2OGoxy
## 1644                 X4.Coumaryl.alcohol                               TBL34
## 1645                 X4.Coumaryl.alcohol                                NOA1
## 1646                 X4.Coumaryl.alcohol                                  TP
## 1647                 X4.Coumaryl.alcohol                         PP2C_CNBKDP
## 1648                 X4.Coumaryl.alcohol                        NAD.P._bRFSP
## 1681                            Bavachin                                 Ctr
## 1682                            Bavachin                                  gB
## 1684                            Bavachin                                 THT
## 1685                            Bavachin                        NAD.P._bRFSP
## 1718                         Guaijaverin                                 Ctr
## 1719                         Guaijaverin                                  gB
## 1721                         Guaijaverin                                 THT
## 1722                         Guaijaverin                        NAD.P._bRFSP
## 1755                            Tomatine                                 Ctr
## 1756                            Tomatine                                  gB
## 1758                            Tomatine                                 THT
## 1759                            Tomatine                        NAD.P._bRFSP
## 1792 X2..Deoxyguanosine.5..monophosphate                                 Ctr
## 1793 X2..Deoxyguanosine.5..monophosphate                                  gB
## 1795 X2..Deoxyguanosine.5..monophosphate                                 THT
## 1796 X2..Deoxyguanosine.5..monophosphate                        NAD.P._bRFSP
## 1829                       Acanthoside.B                                 Ctr
## 1830                       Acanthoside.B                                  gB
## 1832                       Acanthoside.B                                 THT
## 1833                       Acanthoside.B                        NAD.P._bRFSP
## 1866                X5.Demethylnobiletin                                 Ctr
## 1867                X5.Demethylnobiletin                                  gB
## 1869                X5.Demethylnobiletin                                 THT
## 1870                X5.Demethylnobiletin                        NAD.P._bRFSP
## 1903                   X5.methoxyflavone                                 Ctr
## 1904                   X5.methoxyflavone                                  gB
## 1906                   X5.methoxyflavone                                 THT
## 1907                   X5.methoxyflavone                        NAD.P._bRFSP
## 1940                             Flavone                                 Ctr
## 1941                             Flavone                                  gB
## 1943                             Flavone                                 THT
## 1944                             Flavone                        NAD.P._bRFSP
## 1977                      Liquiritigenin                                 Ctr
## 1978                      Liquiritigenin                                  gB
## 1980                      Liquiritigenin                                 THT
## 1981                      Liquiritigenin                        NAD.P._bRFSP
## 1986                           Nobiletin                                 URK
## 2008                           Nobiletin                               STPSs
## 2014                           Nobiletin                                 Ctr
## 2015                           Nobiletin                                  gB
## 2016                           Nobiletin                         PP2C_CNBKDP
## 2017                           Nobiletin                                 THT
## 2050                                 Phe                                 Ctr
## 2051                                 Phe                                  gB
## 2053                                 Phe                                 THT
## 2054                                 Phe                        NAD.P._bRFSP
## 2087                               Rutin                                  gB
## 2089                               Rutin                                 THT
## 2090                               Rutin                        NAD.P._bRFSP
## 2123                  Tetrahydropiperine                                 Ctr
## 2124                  Tetrahydropiperine                                  gB
## 2126                  Tetrahydropiperine                                 THT
## 2127                  Tetrahydropiperine                        NAD.P._bRFSP
## 2160                        Vitexicarpin                                 Ctr
## 2161                        Vitexicarpin                                  gB
## 2163                        Vitexicarpin                                 THT
## 2164                        Vitexicarpin                        NAD.P._bRFSP
## 2197                X6.Benzylaminopurine                                 Ctr
## 2198                X6.Benzylaminopurine                                  gB
## 2200                X6.Benzylaminopurine                                 THT
## 2201                X6.Benzylaminopurine                        NAD.P._bRFSP
## 2234                    X6.Hydroxypurine                                  gB
## 2236                    X6.Hydroxypurine                                 THT
## 2237                    X6.Hydroxypurine                        NAD.P._bRFSP
## 2270                Apigenin.7.glucoside                                  gB
## 2272                Apigenin.7.glucoside                                 THT
## 2273                Apigenin.7.glucoside                        NAD.P._bRFSP
## 2306                            Arginine                                 Ctr
## 2307                            Arginine                                  gB
## 2309                            Arginine                                 THT
## 2310                            Arginine                        NAD.P._bRFSP
## 2343                           Coumarine                                 Ctr
## 2344                           Coumarine                         PP2C_CNBKDP
## 2345                           Coumarine                        NAD.P._bRFSP
## 2348                          Solasodine                                 PR1
## 2372                          Solasodine                               STPSs
## 2375                          Solasodine                               TBL34
## 2376                          Solasodine                                NOA1
## 2377                          Solasodine                                  TP
## 2378                          Solasodine                                  gB
## 2379                          Solasodine                         PP2C_CNBKDP
## 2380                          Solasodine                                 THT
## 2413                                 Thr                                 Ctr
## 2414                                 Thr                                  gB
## 2416                                 Thr                                 THT
## 2417                                 Thr                        NAD.P._bRFSP
## 2450                        Trigonelline                                  gB
## 2452                        Trigonelline                                 THT
## 2453                        Trigonelline                        NAD.P._bRFSP
## 2486                          Riboflavin                                 Ctr
## 2487                          Riboflavin                                  gB
## 2489                          Riboflavin                                 THT
## 2490                          Riboflavin                        NAD.P._bRFSP
## 2523               X1.Methylnicotinamide                                 Ctr
## 2524               X1.Methylnicotinamide                                  gB
## 2526               X1.Methylnicotinamide                                 THT
## 2527               X1.Methylnicotinamide                        NAD.P._bRFSP
## 2560                  X2.Phenylacetamide                                 Ctr
## 2561                  X2.Phenylacetamide                                  gB
## 2563                  X2.Phenylacetamide                                 THT
## 2564                  X2.Phenylacetamide                        NAD.P._bRFSP
## 2565                      Corticosterone                                  PK
## 2593                      Corticosterone                             X2OGoxy
## 2594                      Corticosterone                               TBL34
## 2595                      Corticosterone                                NOA1
## 2596                      Corticosterone                                  TP
## 2597                      Corticosterone                         PP2C_CNBKDP
## 2598                      Corticosterone                        NAD.P._bRFSP
## 2603                      Hydrocortisone                                 URK
## 2625                      Hydrocortisone                               STPSs
## 2631                      Hydrocortisone                                 Ctr
## 2632                      Hydrocortisone                                  gB
## 2633                      Hydrocortisone                         PP2C_CNBKDP
## 2634                      Hydrocortisone                                 THT
## 2719                                 ALT                                 Ctr
## 2720                                 ALT                                  gB
## 2722                                 ALT                                 THT
## 2723                                 ALT                        NAD.P._bRFSP
## 2724                                 AST                        DHDMIF.o.glu
## 2725                                 AST                          Eriocitrin
## 2726                                 AST                     Homoplantaginin
## 2727                                 AST      Isorhamnetin.3.O.neohesperidin
## 2728                                 AST                            Luteolin
## 2729                                 AST                       Neohesperidin
## 2730                                 AST                        Plantagoside
## 2731                                 AST                          Quercitrin
## 2732                                 AST                            Spinosin
## 2733                                 AST                 X3.Dehidroshikimate
## 2734                                 AST                 X4.Coumaryl.alcohol
## 2735                                 AST                         Guaijaverin
## 2736                                 AST X2..Deoxyguanosine.5..monophosphate
## 2737                                 AST                       Acanthoside.B
## 2738                                 AST                X5.Demethylnobiletin
## 2739                                 AST                   X5.methoxyflavone
## 2740                                 AST                             Flavone
## 2741                                 AST                      Liquiritigenin
## 2742                                 AST                                 Phe
## 2743                                 AST                               Rutin
## 2744                                 AST                  Tetrahydropiperine
## 2745                                 AST                        Vitexicarpin
## 2746                                 AST                X6.Benzylaminopurine
## 2747                                 AST                    X6.Hydroxypurine
## 2748                                 AST                Apigenin.7.glucoside
## 2749                                 AST                            Arginine
## 2750                                 AST                           Coumarine
## 2751                                 AST                          Solasodine
## 2752                                 AST                                 Thr
## 2753                                 AST                        Trigonelline
## 2754                                 AST                          Riboflavin
## 2755                                 AST               X1.Methylnicotinamide
## 2756                                 AST                  X2.Phenylacetamide
## 2757                                 AST                      Corticosterone
## 2758                                 AST                                LHT8
## 2759                                 AST                               CHI17
## 2760                                 AST                                 URK
## 2761                                 AST                             DUF3511
## 2762                                 AST                             GR_RBP3
## 2763                                 AST                                TOM1
## 2764                                 AST                           Chitinase
## 2765                                 AST                               AURPU
## 2766                                 AST                             LAG1_LP
## 2767                                 AST                              VPS33A
## 2768                                 AST                               PKMTs
## 2769                                 AST                                 LOX
## 2770                                 AST                                 GTs
## 2771                                 AST                            zf.B_box
## 2772                                 AST                            zf_A20.1
## 2773                                 AST                              NP24pp
## 2774                                 AST                                 X5.
## 2775                                 AST                                DSlP
## 2776                                 AST                                 GGH
## 2777                                 AST                        RING_typeE3s
## 2778                                 AST                                 AOS
## 2779                                 AST                            Farrerol
## 2780                                 AST                          Avicularin
## 2781                                 AST                       Isoquercitrin
## 2782                                 AST                       Kaempferitrin
## 2783                                 AST                       Shikimic.acid
## 2784                                 AST                          Kaempferol
## 2785                                 AST                          Tangeretin
## 2786                                 AST                           IAA.L.Ala
## 2787                                 AST                                 Tyr
## 2788                                 AST                             CaBP_EF
## 2789                                 AST                               STPSs
## 2790                                 AST                                AP5B
## 2791                                 AST                             X2OGoxy
## 2794                                  CS                     Homoplantaginin
## 2803                                  CS                 X4.Coumaryl.alcohol
## 2829                                  CS                      Corticosterone
## 2833                                  CS                                 PR1
## 2835                                  CS                                 URK
## 2847                                  CS                                DCL3
## 2864                                  CS                                 Tyr
## 2869                                  CS           Quercetin.3.O.sophoroside
## 2876                                  CS                                 Ctr
## 2877                                  CS                                  gB
## 2878                                  CS                         PP2C_CNBKDP
## 2879                                  CS                                 THT
## 2882                            MDH.NAD.                     Homoplantaginin
## 2885                            MDH.NAD.                           Narirutin
## 2888                            MDH.NAD.                          Quercitrin
## 2891                            MDH.NAD.                 X4.Coumaryl.alcohol
## 2892                            MDH.NAD.                            Bavachin
## 2894                            MDH.NAD.                            Tomatine
## 2901                            MDH.NAD.                           Nobiletin
## 2903                            MDH.NAD.                               Rutin
## 2907                            MDH.NAD.                    X6.Hydroxypurine
## 2908                            MDH.NAD.                Apigenin.7.glucoside
## 2911                            MDH.NAD.                          Solasodine
## 2913                            MDH.NAD.                        Trigonelline
## 2917                            MDH.NAD.                      Corticosterone
## 2918                            MDH.NAD.                      Hydrocortisone
## 2919                            MDH.NAD.                                  PK
## 2920                            MDH.NAD.                                LHT8
## 2921                            MDH.NAD.                                 PR1
## 2923                            MDH.NAD.                                 URK
## 2928                            MDH.NAD.                                SQLE
## 2931                            MDH.NAD.                              VPS33A
## 2932                            MDH.NAD.                               PKMTs
## 2937                            MDH.NAD.                              NP24pp
## 2939                            MDH.NAD.                                DSlP
## 2951                            MDH.NAD.                                 Tyr
## 2956                            MDH.NAD.           Quercetin.3.O.sophoroside
## 2957                            MDH.NAD.                                 I3C
## 2958                            MDH.NAD.                      L.Homocysteine
## 2959                            MDH.NAD.                 X4.Imidazoleacetate
## 2960                            MDH.NAD.                               TBL34
## 2961                            MDH.NAD.                                NOA1
## 2962                            MDH.NAD.                                  TP
## 2963                            MDH.NAD.                                 Ctr
## 2969                                PEPC                           Narirutin
## 2976                                PEPC                            Bavachin
## 2978                                PEPC                            Tomatine
## 2994                                PEPC                          Solasodine
## 3002                                PEPC                                 PR1
## 3009                                PEPC                                SQLE
## 3013                                PEPC                               PKMTs
## 3014                                PEPC                                 LOX
## 3015                                PEPC                                 GTs
## 3016                                PEPC                                DCL3
## 3019                                PEPC                              NP24pp
## 3021                                PEPC                                DSlP
## 3023                                PEPC                        RING_typeE3s
## 3024                                PEPC                                 AOS
## 3031                                PEPC                          Tangeretin
## 3037                                PEPC                             X2OGoxy
## 3038                                PEPC           Quercetin.3.O.sophoroside
## 3039                                PEPC                      L.Homocysteine
## 3040                                PEPC                               TBL34
## 3041                                PEPC                                NOA1
## 3042                                PEPC                                  TP
## 3043                                PEPC                         PP2C_CNBKDP
## 3044                                PEPC                        NAD.P._bRFSP
## 3047                                FBPA                     Homoplantaginin
## 3050                                FBPA                           Narirutin
## 3053                                FBPA                          Quercitrin
## 3056                                FBPA                 X4.Coumaryl.alcohol
## 3057                                FBPA                            Bavachin
## 3059                                FBPA                            Tomatine
## 3066                                FBPA                           Nobiletin
## 3068                                FBPA                               Rutin
## 3072                                FBPA                    X6.Hydroxypurine
## 3073                                FBPA                Apigenin.7.glucoside
## 3076                                FBPA                          Solasodine
## 3078                                FBPA                        Trigonelline
## 3082                                FBPA                      Corticosterone
## 3083                                FBPA                      Hydrocortisone
## 3084                                FBPA                                  PK
## 3085                                FBPA                                LHT8
## 3086                                FBPA                                 PR1
## 3088                                FBPA                                 URK
## 3093                                FBPA                                SQLE
## 3096                                FBPA                              VPS33A
## 3097                                FBPA                               PKMTs
## 3102                                FBPA                              NP24pp
## 3104                                FBPA                                DSlP
## 3116                                FBPA                                 Tyr
## 3121                                FBPA           Quercetin.3.O.sophoroside
## 3122                                FBPA                                 I3C
## 3123                                FBPA                      L.Homocysteine
## 3124                                FBPA                 X4.Imidazoleacetate
## 3125                                FBPA                               TBL34
## 3126                                FBPA                                NOA1
## 3127                                FBPA                                  TP
## 3128                                FBPA                                 Ctr
## 3213                                 PGM                                 Ctr
## 3214                                 PGM                                  gB
## 3216                                 PGM                                 THT
## 3217                                 PGM                        NAD.P._bRFSP
## 3250                            Farrerol                                 Ctr
## 3251                            Farrerol                                  gB
## 3253                            Farrerol                                 THT
## 3254                            Farrerol                        NAD.P._bRFSP
## 3287                          Avicularin                                 Ctr
## 3288                          Avicularin                                  gB
## 3290                          Avicularin                                 THT
## 3291                          Avicularin                        NAD.P._bRFSP
## 3324                       Isoquercitrin                                 Ctr
## 3325                       Isoquercitrin                                  gB
## 3327                       Isoquercitrin                                 THT
## 3328                       Isoquercitrin                        NAD.P._bRFSP
## 3329                       Kaempferitrin                                  PK
## 3342                       Kaempferitrin                               PKMTs
## 3345                       Kaempferitrin                                DCL3
## 3348                       Kaempferitrin                              NP24pp
## 3350                       Kaempferitrin                                DSlP
## 3361                       Kaempferitrin                                 Ctr
## 3362                       Kaempferitrin                         PP2C_CNBKDP
## 3363                       Kaempferitrin                        NAD.P._bRFSP
## 3396                       Shikimic.acid                                 Ctr
## 3397                       Shikimic.acid                                  gB
## 3399                       Shikimic.acid                                 THT
## 3400                       Shikimic.acid                        NAD.P._bRFSP
## 3433                          Kaempferol                                 Ctr
## 3434                          Kaempferol                                  gB
## 3436                          Kaempferol                                 THT
## 3437                          Kaempferol                        NAD.P._bRFSP
## 3440                          Tangeretin                                 PR1
## 3442                          Tangeretin                                 URK
## 3454                          Tangeretin                                DCL3
## 3470                          Tangeretin                                 Ctr
## 3471                          Tangeretin                                  gB
## 3472                          Tangeretin                         PP2C_CNBKDP
## 3473                          Tangeretin                                 THT
## 3506                           IAA.L.Ala                                 Ctr
## 3507                           IAA.L.Ala                                  gB
## 3509                           IAA.L.Ala                                 THT
## 3510                           IAA.L.Ala                        NAD.P._bRFSP
## 3512                                 Tyr                                 PR1
## 3519                                 Tyr                                SQLE
## 3523                                 Tyr                               PKMTs
## 3524                                 Tyr                                 LOX
## 3525                                 Tyr                                 GTs
## 3526                                 Tyr                                DCL3
## 3529                                 Tyr                              NP24pp
## 3531                                 Tyr                                DSlP
## 3533                                 Tyr                        RING_typeE3s
## 3534                                 Tyr                                 AOS
## 3538                                 Tyr                             X2OGoxy
## 3539                                 Tyr                               TBL34
## 3540                                 Tyr                                NOA1
## 3541                                 Tyr                                  TP
## 3542                                 Tyr                         PP2C_CNBKDP
## 3543                                 Tyr                        NAD.P._bRFSP
## 3544           Quercetin.3.O.sophoroside                                  PK
## 3545           Quercetin.3.O.sophoroside                                LHT8
## 3548           Quercetin.3.O.sophoroside                                 URK
## 3556           Quercetin.3.O.sophoroside                              VPS33A
## 3557           Quercetin.3.O.sophoroside                                 LOX
## 3558           Quercetin.3.O.sophoroside                                 GTs
## 3559           Quercetin.3.O.sophoroside                                DCL3
## 3564           Quercetin.3.O.sophoroside                        RING_typeE3s
## 3565           Quercetin.3.O.sophoroside                                 AOS
## 3569           Quercetin.3.O.sophoroside                             X2OGoxy
## 3573           Quercetin.3.O.sophoroside                                 Ctr
## 3574           Quercetin.3.O.sophoroside                         PP2C_CNBKDP
## 3575           Quercetin.3.O.sophoroside                        NAD.P._bRFSP
## 3577                                 I3C                                LHT8
## 3578                                 I3C                                 PR1
## 3580                                 I3C                             DUF3511
## 3581                                 I3C                             GR_RBP3
## 3587                                 I3C                              VPS33A
## 3588                                 I3C                               PKMTs
## 3590                                 I3C                                 GTs
## 3591                                 I3C                                DCL3
## 3593                                 I3C                            zf_A20.1
## 3594                                 I3C                              NP24pp
## 3596                                 I3C                                DSlP
## 3597                                 I3C                                 GGH
## 3598                                 I3C                        RING_typeE3s
## 3599                                 I3C                                 AOS
## 3601                                 I3C                               STPSs
## 3607                                 I3C                                 Ctr
## 3608                                 I3C                                  gB
## 3609                                 I3C                         PP2C_CNBKDP
## 3610                                 I3C                                 THT
## 3615                      L.Homocysteine                                 URK
## 3624                      L.Homocysteine                               PKMTs
## 3626                      L.Homocysteine                                 GTs
## 3630                      L.Homocysteine                              NP24pp
## 3632                      L.Homocysteine                                DSlP
## 3634                      L.Homocysteine                        RING_typeE3s
## 3635                      L.Homocysteine                                 AOS
## 3643                      L.Homocysteine                                 Ctr
## 3644                      L.Homocysteine                                  gB
## 3646                      L.Homocysteine                                 THT
## 3647                      L.Homocysteine                        NAD.P._bRFSP
## 3649                 X4.Imidazoleacetate                                LHT8
## 3650                 X4.Imidazoleacetate                                 PR1
## 3652                 X4.Imidazoleacetate                             DUF3511
## 3653                 X4.Imidazoleacetate                             GR_RBP3
## 3659                 X4.Imidazoleacetate                              VPS33A
## 3660                 X4.Imidazoleacetate                               PKMTs
## 3662                 X4.Imidazoleacetate                                 GTs
## 3663                 X4.Imidazoleacetate                                DCL3
## 3665                 X4.Imidazoleacetate                            zf_A20.1
## 3666                 X4.Imidazoleacetate                              NP24pp
## 3668                 X4.Imidazoleacetate                                DSlP
## 3669                 X4.Imidazoleacetate                                 GGH
## 3670                 X4.Imidazoleacetate                        RING_typeE3s
## 3671                 X4.Imidazoleacetate                                 AOS
## 3673                 X4.Imidazoleacetate                               STPSs
## 3679                 X4.Imidazoleacetate                                 Ctr
## 3680                 X4.Imidazoleacetate                                  gB
## 3681                 X4.Imidazoleacetate                         PP2C_CNBKDP
## 3682                 X4.Imidazoleacetate                                 THT
## 3683                                PGKd                        DHDMIF.o.glu
## 3684                                PGKd                          Eriocitrin
## 3685                                PGKd      Isorhamnetin.3.O.neohesperidin
## 3686                                PGKd                            Luteolin
## 3687                                PGKd                           Narirutin
## 3688                                PGKd                        Plantagoside
## 3689                                PGKd                          Quercitrin
## 3690                                PGKd                            Spinosin
## 3691                                PGKd                 X3.Dehidroshikimate
## 3692                                PGKd                            Bavachin
## 3693                                PGKd                         Guaijaverin
## 3694                                PGKd                            Tomatine
## 3695                                PGKd X2..Deoxyguanosine.5..monophosphate
## 3696                                PGKd                       Acanthoside.B
## 3697                                PGKd                X5.Demethylnobiletin
## 3698                                PGKd                   X5.methoxyflavone
## 3699                                PGKd                             Flavone
## 3700                                PGKd                      Liquiritigenin
## 3701                                PGKd                           Nobiletin
## 3702                                PGKd                                 Phe
## 3703                                PGKd                               Rutin
## 3704                                PGKd                  Tetrahydropiperine
## 3705                                PGKd                        Vitexicarpin
## 3706                                PGKd                X6.Benzylaminopurine
## 3707                                PGKd                    X6.Hydroxypurine
## 3708                                PGKd                Apigenin.7.glucoside
## 3709                                PGKd                            Arginine
## 3710                                PGKd                          Solasodine
## 3711                                PGKd                                 Thr
## 3712                                PGKd                        Trigonelline
## 3713                                PGKd                          Riboflavin
## 3714                                PGKd               X1.Methylnicotinamide
## 3715                                PGKd                  X2.Phenylacetamide
## 3716                                PGKd                      Hydrocortisone
## 3717                                PGKd                                  PK
## 3718                                PGKd                                LHT8
## 3719                                PGKd                               CHI17
## 3720                                PGKd                                TOM1
## 3721                                PGKd                           Chitinase
## 3722                                PGKd                                SQLE
## 3723                                PGKd                               AURPU
## 3724                                PGKd                             LAG1_LP
## 3725                                PGKd                              VPS33A
## 3726                                PGKd                               PKMTs
## 3727                                PGKd                                 LOX
## 3728                                PGKd                                DCL3
## 3729                                PGKd                            zf.B_box
## 3730                                PGKd                              NP24pp
## 3731                                PGKd                                 X5.
## 3732                                PGKd                                DSlP
## 3733                                PGKd                            Farrerol
## 3734                                PGKd                          Avicularin
## 3735                                PGKd                       Isoquercitrin
## 3736                                PGKd                       Shikimic.acid
## 3737                                PGKd                          Kaempferol
## 3738                                PGKd                          Tangeretin
## 3739                                PGKd                           IAA.L.Ala
## 3740                                PGKd                             CaBP_EF
## 3741                                PGKd                                AP5B
## 3742                                PGKd                             X2OGoxy
## 3743                                PGKd                                 I3C
## 3744                                PGKd                      L.Homocysteine
## 3745                                PGKd                 X4.Imidazoleacetate
## 3746                                PGKd                               TBL34
## 3747                                PGKd                                NOA1
## 3748                                PGKd                                  TP
## 3749                                PGKd                                  gB
## 3750                                PGKd                         PP2C_CNBKDP
## 3751                                PGKd                                 THT
## 3752                          NADP_GAPDH                        DHDMIF.o.glu
## 3753                          NADP_GAPDH                          Eriocitrin
## 3754                          NADP_GAPDH                     Homoplantaginin
## 3755                          NADP_GAPDH      Isorhamnetin.3.O.neohesperidin
## 3756                          NADP_GAPDH                            Luteolin
## 3757                          NADP_GAPDH                           Narirutin
## 3758                          NADP_GAPDH                       Neohesperidin
## 3759                          NADP_GAPDH                        Plantagoside
## 3760                          NADP_GAPDH                          Quercitrin
## 3761                          NADP_GAPDH                            Spinosin
## 3762                          NADP_GAPDH                 X3.Dehidroshikimate
## 3763                          NADP_GAPDH                 X4.Coumaryl.alcohol
## 3764                          NADP_GAPDH                            Bavachin
## 3765                          NADP_GAPDH                         Guaijaverin
## 3766                          NADP_GAPDH                            Tomatine
## 3767                          NADP_GAPDH X2..Deoxyguanosine.5..monophosphate
## 3768                          NADP_GAPDH                       Acanthoside.B
## 3769                          NADP_GAPDH                X5.Demethylnobiletin
## 3770                          NADP_GAPDH                   X5.methoxyflavone
## 3771                          NADP_GAPDH                             Flavone
## 3772                          NADP_GAPDH                      Liquiritigenin
## 3773                          NADP_GAPDH                                 Phe
## 3774                          NADP_GAPDH                               Rutin
## 3775                          NADP_GAPDH                  Tetrahydropiperine
## 3776                          NADP_GAPDH                        Vitexicarpin
## 3777                          NADP_GAPDH                X6.Benzylaminopurine
## 3778                          NADP_GAPDH                    X6.Hydroxypurine
## 3779                          NADP_GAPDH                Apigenin.7.glucoside
## 3780                          NADP_GAPDH                            Arginine
## 3781                          NADP_GAPDH                           Coumarine
## 3782                          NADP_GAPDH                                 Thr
## 3783                          NADP_GAPDH                        Trigonelline
## 3784                          NADP_GAPDH                          Riboflavin
## 3785                          NADP_GAPDH               X1.Methylnicotinamide
## 3786                          NADP_GAPDH                  X2.Phenylacetamide
## 3787                          NADP_GAPDH                      Corticosterone
## 3788                          NADP_GAPDH                                LHT8
## 3789                          NADP_GAPDH                                 PR1
## 3790                          NADP_GAPDH                               CHI17
## 3791                          NADP_GAPDH                                 URK
## 3792                          NADP_GAPDH                             DUF3511
## 3793                          NADP_GAPDH                             GR_RBP3
## 3794                          NADP_GAPDH                                TOM1
## 3795                          NADP_GAPDH                           Chitinase
## 3796                          NADP_GAPDH                                SQLE
## 3797                          NADP_GAPDH                               AURPU
## 3798                          NADP_GAPDH                             LAG1_LP
## 3799                          NADP_GAPDH                              VPS33A
## 3800                          NADP_GAPDH                                DCL3
## 3801                          NADP_GAPDH                            zf.B_box
## 3802                          NADP_GAPDH                            zf_A20.1
## 3803                          NADP_GAPDH                                 X5.
## 3804                          NADP_GAPDH                                 GGH
## 3805                          NADP_GAPDH                            Farrerol
## 3806                          NADP_GAPDH                          Avicularin
## 3807                          NADP_GAPDH                       Isoquercitrin
## 3808                          NADP_GAPDH                       Kaempferitrin
## 3809                          NADP_GAPDH                       Shikimic.acid
## 3810                          NADP_GAPDH                          Kaempferol
## 3811                          NADP_GAPDH                           IAA.L.Ala
## 3812                          NADP_GAPDH                                 Tyr
## 3813                          NADP_GAPDH                             CaBP_EF
## 3814                          NADP_GAPDH                               STPSs
## 3815                          NADP_GAPDH                                AP5B
## 3816                          NADP_GAPDH           Quercetin.3.O.sophoroside
## 3817                          NADP_GAPDH                      L.Homocysteine
## 3818                          NADP_GAPDH                               TBL34
## 3819                          NADP_GAPDH                                NOA1
## 3820                          NADP_GAPDH                                  TP
## 3821                          NADP_GAPDH                         PP2C_CNBKDP
## 3822                          NADP_GAPDH                        NAD.P._bRFSP
## 3823                            NADP.IDH                        DHDMIF.o.glu
## 3824                            NADP.IDH                          Eriocitrin
## 3825                            NADP.IDH                     Homoplantaginin
## 3826                            NADP.IDH      Isorhamnetin.3.O.neohesperidin
## 3827                            NADP.IDH                            Luteolin
## 3828                            NADP.IDH                           Narirutin
## 3829                            NADP.IDH                       Neohesperidin
## 3830                            NADP.IDH                        Plantagoside
## 3831                            NADP.IDH                          Quercitrin
## 3832                            NADP.IDH                            Spinosin
## 3833                            NADP.IDH                 X3.Dehidroshikimate
## 3834                            NADP.IDH                 X4.Coumaryl.alcohol
## 3835                            NADP.IDH                            Bavachin
## 3836                            NADP.IDH                         Guaijaverin
## 3837                            NADP.IDH                            Tomatine
## 3838                            NADP.IDH X2..Deoxyguanosine.5..monophosphate
## 3839                            NADP.IDH                       Acanthoside.B
## 3840                            NADP.IDH                X5.Demethylnobiletin
## 3841                            NADP.IDH                   X5.methoxyflavone
## 3842                            NADP.IDH                             Flavone
## 3843                            NADP.IDH                      Liquiritigenin
## 3844                            NADP.IDH                                 Phe
## 3845                            NADP.IDH                               Rutin
## 3846                            NADP.IDH                  Tetrahydropiperine
## 3847                            NADP.IDH                        Vitexicarpin
## 3848                            NADP.IDH                X6.Benzylaminopurine
## 3849                            NADP.IDH                    X6.Hydroxypurine
## 3850                            NADP.IDH                Apigenin.7.glucoside
## 3851                            NADP.IDH                            Arginine
## 3852                            NADP.IDH                           Coumarine
## 3853                            NADP.IDH                                 Thr
## 3854                            NADP.IDH                        Trigonelline
## 3855                            NADP.IDH                          Riboflavin
## 3856                            NADP.IDH               X1.Methylnicotinamide
## 3857                            NADP.IDH                  X2.Phenylacetamide
## 3858                            NADP.IDH                      Corticosterone
## 3859                            NADP.IDH                                LHT8
## 3860                            NADP.IDH                                 PR1
## 3861                            NADP.IDH                               CHI17
## 3862                            NADP.IDH                                 URK
## 3863                            NADP.IDH                             DUF3511
## 3864                            NADP.IDH                             GR_RBP3
## 3865                            NADP.IDH                                TOM1
## 3866                            NADP.IDH                           Chitinase
## 3867                            NADP.IDH                                SQLE
## 3868                            NADP.IDH                               AURPU
## 3869                            NADP.IDH                             LAG1_LP
## 3870                            NADP.IDH                              VPS33A
## 3871                            NADP.IDH                                DCL3
## 3872                            NADP.IDH                            zf.B_box
## 3873                            NADP.IDH                            zf_A20.1
## 3874                            NADP.IDH                                 X5.
## 3875                            NADP.IDH                                 GGH
## 3876                            NADP.IDH                            Farrerol
## 3877                            NADP.IDH                          Avicularin
## 3878                            NADP.IDH                       Isoquercitrin
## 3879                            NADP.IDH                       Kaempferitrin
## 3880                            NADP.IDH                       Shikimic.acid
## 3881                            NADP.IDH                          Kaempferol
## 3882                            NADP.IDH                           IAA.L.Ala
## 3883                            NADP.IDH                                 Tyr
## 3884                            NADP.IDH                             CaBP_EF
## 3885                            NADP.IDH                               STPSs
## 3886                            NADP.IDH                                AP5B
## 3887                            NADP.IDH           Quercetin.3.O.sophoroside
## 3888                            NADP.IDH                      L.Homocysteine
## 3889                            NADP.IDH                               TBL34
## 3890                            NADP.IDH                                NOA1
## 3891                            NADP.IDH                                  TP
## 3892                            NADP.IDH                         PP2C_CNBKDP
## 3893                            NADP.IDH                        NAD.P._bRFSP
##           CC_all        CC_AM        CC_NM      CC_inf      CC_uninf
## 73            NA -0.534419106           NA          NA            NA
## 78            NA           NA  0.427141643          NA            NA
## 85            NA           NA  0.074786105          NA            NA
## 86            NA           NA           NA  0.22478604            NA
## 87            NA           NA           NA -0.41169627            NA
## 88            NA           NA           NA -0.40101018            NA
## 130   0.17996939           NA           NA          NA            NA
## 156           NA  0.471701020           NA          NA            NA
## 161           NA -0.345351500           NA          NA            NA
## 163           NA -0.834998603           NA          NA            NA
## 166           NA           NA           NA  0.39402917            NA
## 167           NA           NA           NA -0.48468638            NA
## 168           NA           NA           NA -0.18388944            NA
## 169           NA           NA           NA  0.03871946            NA
## 170           NA           NA           NA  0.61321165            NA
## 171           NA           NA           NA  0.72300236            NA
## 172           NA           NA           NA  0.48990798            NA
## 173           NA           NA           NA  0.28509433            NA
## 174           NA           NA           NA -0.45708606            NA
## 253           NA           NA -0.029623252          NA            NA
## 255           NA           NA -0.571411686          NA            NA
## 259           NA           NA  0.066431420          NA            NA
## 260           NA           NA           NA          NA -0.3200896939
## 261           NA           NA           NA          NA  0.7076442250
## 293   0.32937993           NA           NA          NA            NA
## 314   0.15090425           NA           NA          NA            NA
## 320  -0.39113498           NA           NA          NA            NA
## 322   0.12484139           NA           NA          NA            NA
## 332           NA           NA -0.357683432          NA            NA
## 334           NA           NA           NA          NA  0.4175030928
## 338           NA           NA  0.375915263          NA            NA
## 340           NA           NA -0.355108197          NA            NA
## 342           NA           NA -0.329933505          NA            NA
## 346           NA           NA -0.047117538          NA            NA
## 347           NA           NA           NA          NA  0.4931439758
## 348           NA           NA           NA          NA  0.1197327666
## 380   0.73789648           NA           NA          NA            NA
## 401  -0.57126751           NA           NA          NA            NA
## 407   0.43847098           NA           NA          NA            NA
## 409  -0.63279044           NA           NA          NA            NA
## 419           NA           NA -0.300327983          NA            NA
## 421           NA           NA           NA          NA -0.3319904460
## 425           NA           NA  0.566204011          NA            NA
## 427           NA           NA  0.038234212          NA            NA
## 429           NA           NA -0.328483550          NA            NA
## 433           NA           NA -0.018362708          NA            NA
## 434           NA           NA           NA          NA -0.1940325793
## 435           NA           NA           NA          NA  0.4633799531
## 513           NA           NA           NA          NA -0.3135084566
## 514           NA           NA           NA  0.87308260            NA
## 516           NA           NA           NA -0.51797648            NA
## 520           NA           NA           NA  0.38291825            NA
## 522           NA           NA           NA -0.59503472            NA
## 523           NA           NA           NA          NA -0.2794728628
## 526  -0.70207896           NA           NA          NA            NA
## 535  -0.37459839           NA           NA          NA            NA
## 561   0.19120531           NA           NA          NA            NA
## 567  -0.49321333           NA           NA          NA            NA
## 591           NA           NA  0.099978179          NA            NA
## 597           NA           NA -0.250371651          NA            NA
## 600           NA           NA  0.013841601          NA            NA
## 607           NA           NA -0.561227183          NA            NA
## 608           NA           NA           NA  0.24237642            NA
## 609           NA           NA           NA -0.54106957            NA
## 610           NA           NA           NA -0.48028108            NA
## 613  -0.52615630           NA           NA          NA            NA
## 617   0.12612972           NA           NA          NA            NA
## 622  -0.27855602           NA           NA          NA            NA
## 641  -0.26147850           NA           NA          NA            NA
## 648   0.05643629           NA           NA          NA            NA
## 652   0.20739430           NA           NA          NA            NA
## 654  -0.41372916           NA           NA          NA            NA
## 655  -0.40266126           NA           NA          NA            NA
## 656  -0.04067980           NA           NA          NA            NA
## 665  -0.45394642           NA           NA          NA            NA
## 668  -0.47126439           NA           NA          NA            NA
## 672  -0.09874550           NA           NA          NA            NA
## 673  -0.38380024           NA           NA          NA            NA
## 674  -0.41045101           NA           NA          NA            NA
## 675           NA           NA           NA  0.74007216            NA
## 676           NA           NA           NA  0.44650667            NA
## 677           NA           NA           NA  0.55978165            NA
## 678           NA           NA           NA  0.09629863            NA
## 679           NA           NA           NA  0.18009759            NA
## 680           NA           NA           NA -0.62734971            NA
## 681           NA           NA           NA  0.53561621            NA
## 682           NA           NA           NA -0.09350329            NA
## 683           NA           NA           NA  0.37849388            NA
## 684           NA           NA           NA -0.73866373            NA
## 685           NA           NA           NA  0.86171812            NA
## 686           NA           NA           NA -0.69167511            NA
## 687           NA           NA           NA -0.56871146            NA
## 688           NA           NA           NA  0.44061715            NA
## 689           NA           NA           NA -0.10135658            NA
## 690           NA           NA           NA  0.19586025            NA
## 691           NA           NA           NA  0.39386047            NA
## 692           NA           NA           NA -0.44664664            NA
## 693           NA           NA           NA -0.61770226            NA
## 771           NA           NA           NA          NA  0.0294159815
## 772           NA           NA           NA -0.29905527            NA
## 774           NA           NA           NA  0.49876222            NA
## 778           NA           NA           NA  0.01532235            NA
## 780           NA           NA           NA  0.22087058            NA
## 781           NA           NA           NA          NA -0.1812065291
## 854           NA -0.473137079           NA          NA            NA
## 859           NA           NA  0.503746543          NA            NA
## 866           NA           NA -0.303350717          NA            NA
## 867           NA           NA           NA  0.23874450            NA
## 868           NA           NA           NA -0.22362634            NA
## 869           NA           NA           NA -0.35849773            NA
## 942           NA           NA           NA          NA  0.2338264188
## 954           NA           NA -0.114906222          NA            NA
## 955           NA           NA           NA  0.45534891            NA
## 957           NA           NA           NA -0.25783638            NA
## 958           NA           NA           NA          NA  0.0984678137
## 1031          NA           NA           NA          NA  0.3218266053
## 1043          NA           NA -0.142335763          NA            NA
## 1044          NA           NA           NA -0.18467586            NA
## 1046          NA           NA           NA -0.02917089            NA
## 1047          NA           NA           NA          NA -0.7624815269
## 1069 -0.39063856           NA           NA          NA            NA
## 1079 -0.11351640           NA           NA          NA            NA
## 1086 -0.13839169           NA           NA          NA            NA
## 1087  0.23900630           NA           NA          NA            NA
## 1100 -0.11501612           NA           NA          NA            NA
## 1101 -0.10622923           NA           NA          NA            NA
## 1102 -0.14204129           NA           NA          NA            NA
## 1106 -0.19673131           NA           NA          NA            NA
## 1108 -0.02435904           NA           NA          NA            NA
## 1110 -0.01084530           NA           NA          NA            NA
## 1111 -0.22766043           NA           NA          NA            NA
## 1112          NA           NA           NA          NA  0.2935813489
## 1113          NA           NA           NA          NA -0.3224091963
## 1114          NA           NA           NA          NA  0.3638569485
## 1115          NA           NA           NA          NA -0.0640911659
## 1116          NA           NA           NA          NA  0.2426418572
## 1117          NA           NA           NA          NA -0.2244441184
## 1118          NA           NA           NA          NA  0.3789420316
## 1119          NA           NA           NA          NA -0.1909733825
## 1120          NA           NA           NA          NA  0.3737570397
## 1121          NA           NA           NA          NA -0.2208722714
## 1122          NA           NA           NA          NA  0.4811190697
## 1123          NA           NA           NA          NA -0.4985028570
## 1124          NA           NA           NA          NA  0.4899067508
## 1125          NA           NA           NA          NA  0.2822030892
## 1126          NA           NA           NA          NA  0.2459016141
## 1127          NA           NA           NA          NA -0.1987207254
## 1128          NA           NA           NA          NA -0.0468624947
## 1129          NA           NA           NA          NA -0.2568791596
## 1151 -0.32327142           NA           NA          NA            NA
## 1168 -0.10129774           NA           NA          NA            NA
## 1169  0.15678153           NA           NA          NA            NA
## 1200          NA  0.563294509           NA          NA            NA
## 1206          NA  0.289153413           NA          NA            NA
## 1207          NA           NA           NA          NA -0.8765218123
## 1208          NA           NA           NA          NA  0.7004117640
## 1209          NA           NA           NA          NA  0.4536265332
## 1210          NA           NA           NA          NA  0.1420352112
## 1211          NA           NA           NA          NA -0.4264283126
## 1212          NA           NA           NA          NA  0.2458833990
## 1213          NA           NA           NA          NA -0.6230007737
## 1246          NA           NA -0.086917202          NA            NA
## 1247          NA           NA           NA -0.45427152            NA
## 1249          NA           NA           NA  0.51060925            NA
## 1250          NA           NA           NA          NA -0.6557589056
## 1283          NA           NA  0.139587270          NA            NA
## 1284          NA           NA           NA -0.32501005            NA
## 1286          NA           NA           NA  0.08902536            NA
## 1287          NA           NA           NA          NA -0.5573193683
## 1288 -0.31067870           NA           NA          NA            NA
## 1316          NA  0.825672614           NA          NA            NA
## 1317          NA           NA           NA          NA  0.2928156303
## 1318          NA           NA           NA          NA -0.0175576039
## 1319          NA           NA           NA          NA -0.2552653988
## 1320          NA           NA           NA          NA  0.2581078249
## 1321          NA           NA           NA          NA -0.6964481989
## 1354          NA           NA -0.168802290          NA            NA
## 1355          NA           NA           NA  0.28092589            NA
## 1357          NA           NA           NA -0.18335884            NA
## 1358          NA           NA           NA          NA -0.6724761071
## 1391          NA           NA  0.465685127          NA            NA
## 1392          NA           NA           NA  0.61498408            NA
## 1394          NA           NA           NA -0.74806514            NA
## 1395          NA           NA           NA          NA  0.2285132209
## 1428          NA           NA -0.356320323          NA            NA
## 1429          NA           NA           NA -0.34275751            NA
## 1431          NA           NA           NA  0.54500359            NA
## 1432          NA           NA           NA          NA -0.2080969711
## 1465          NA           NA -0.103082708          NA            NA
## 1466          NA           NA           NA          NA  0.6912974417
## 1467          NA           NA           NA          NA -0.4267851746
## 1500          NA           NA  0.093790339          NA            NA
## 1501          NA           NA           NA -0.61373135            NA
## 1503          NA           NA           NA  0.59220289            NA
## 1504          NA           NA           NA          NA -0.7127319826
## 1537          NA           NA           NA  0.06783376            NA
## 1539          NA           NA           NA -0.08393984            NA
## 1540          NA           NA           NA          NA -0.7771252079
## 1573          NA           NA -0.144932754          NA            NA
## 1574          NA           NA           NA -0.48887035            NA
## 1576          NA           NA           NA  0.37557830            NA
## 1577          NA           NA           NA          NA -0.4808961376
## 1610          NA           NA  0.129239735          NA            NA
## 1611          NA           NA           NA  0.41863477            NA
## 1613          NA           NA           NA -0.65097940            NA
## 1614          NA           NA           NA          NA  0.3627991087
## 1615 -0.23988365           NA           NA          NA            NA
## 1643          NA  0.866357548           NA          NA            NA
## 1644          NA           NA           NA          NA  0.0941787750
## 1645          NA           NA           NA          NA -0.4446944615
## 1646          NA           NA           NA          NA -0.2677715327
## 1647          NA           NA           NA          NA  0.6400113726
## 1648          NA           NA           NA          NA -0.5877026929
## 1681          NA           NA  0.573412469          NA            NA
## 1682          NA           NA           NA  0.27203744            NA
## 1684          NA           NA           NA -0.50464466            NA
## 1685          NA           NA           NA          NA -0.6449836397
## 1718          NA           NA  0.423050472          NA            NA
## 1719          NA           NA           NA  0.37375707            NA
## 1721          NA           NA           NA -0.44891157            NA
## 1722          NA           NA           NA          NA  0.5304846795
## 1755          NA           NA -0.372098705          NA            NA
## 1756          NA           NA           NA  0.17973597            NA
## 1758          NA           NA           NA -0.40721869            NA
## 1759          NA           NA           NA          NA -0.5957824652
## 1792          NA           NA -0.023124294          NA            NA
## 1793          NA           NA           NA -0.59170189            NA
## 1795          NA           NA           NA  0.46770740            NA
## 1796          NA           NA           NA          NA -0.4199116557
## 1829          NA           NA -0.441628492          NA            NA
## 1830          NA           NA           NA -0.45305292            NA
## 1832          NA           NA           NA  0.65383039            NA
## 1833          NA           NA           NA          NA -0.5203101601
## 1866          NA           NA -0.523386690          NA            NA
## 1867          NA           NA           NA -0.38152809            NA
## 1869          NA           NA           NA  0.45874296            NA
## 1870          NA           NA           NA          NA -0.0837743671
## 1903          NA           NA  0.452302847          NA            NA
## 1904          NA           NA           NA  0.46080003            NA
## 1906          NA           NA           NA -0.63914255            NA
## 1907          NA           NA           NA          NA -0.2919073982
## 1940          NA           NA -0.090984445          NA            NA
## 1941          NA           NA           NA  0.44380521            NA
## 1943          NA           NA           NA -0.53963666            NA
## 1944          NA           NA           NA          NA  0.7148039872
## 1977          NA           NA -0.121674136          NA            NA
## 1978          NA           NA           NA -0.26958181            NA
## 1980          NA           NA           NA  0.05534144            NA
## 1981          NA           NA           NA          NA -0.3658384618
## 1986  0.16799410           NA           NA          NA            NA
## 2008          NA           NA  0.547953613          NA            NA
## 2014          NA           NA  0.348808687          NA            NA
## 2015          NA           NA           NA -0.38874947            NA
## 2016          NA           NA           NA -0.54228697            NA
## 2017          NA           NA           NA  0.24022084            NA
## 2050          NA           NA -0.058296376          NA            NA
## 2051          NA           NA           NA -0.63842441            NA
## 2053          NA           NA           NA  0.55642590            NA
## 2054          NA           NA           NA          NA -0.5025806609
## 2087          NA           NA           NA  0.34256519            NA
## 2089          NA           NA           NA -0.50982024            NA
## 2090          NA           NA           NA          NA -0.3363095288
## 2123          NA           NA -0.399480650          NA            NA
## 2124          NA           NA           NA -0.36161595            NA
## 2126          NA           NA           NA  0.27465280            NA
## 2127          NA           NA           NA          NA -0.1486984691
## 2160          NA           NA  0.327674738          NA            NA
## 2161          NA           NA           NA -0.04300383            NA
## 2163          NA           NA           NA -0.26914676            NA
## 2164          NA           NA           NA          NA -0.3620850073
## 2197          NA           NA  0.176765835          NA            NA
## 2198          NA           NA           NA  0.28736110            NA
## 2200          NA           NA           NA -0.36498949            NA
## 2201          NA           NA           NA          NA  0.6828058365
## 2234          NA           NA           NA -0.56444219            NA
## 2236          NA           NA           NA  0.44215234            NA
## 2237          NA           NA           NA          NA -0.6334756239
## 2270          NA           NA           NA -0.19309976            NA
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## 2273          NA           NA           NA          NA  0.3637470201
## 2306          NA           NA -0.178593556          NA            NA
## 2307          NA           NA           NA -0.60618222            NA
## 2309          NA           NA           NA  0.55714246            NA
## 2310          NA           NA           NA          NA -0.3470240623
## 2343          NA           NA  0.348136955          NA            NA
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## 2345          NA           NA           NA          NA -0.1609853377
## 2348 -0.70145798           NA           NA          NA            NA
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## 2413          NA           NA -0.135078690          NA            NA
## 2414          NA           NA           NA -0.45313277            NA
## 2416          NA           NA           NA  0.46489004            NA
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## 2450          NA           NA           NA  0.22117914            NA
## 2452          NA           NA           NA -0.17811542            NA
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## 2486          NA           NA  0.040897023          NA            NA
## 2487          NA           NA           NA -0.56684232            NA
## 2489          NA           NA           NA  0.44948925            NA
## 2490          NA           NA           NA          NA -0.4843466262
## 2523          NA           NA  0.029747664          NA            NA
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## 2560          NA           NA  0.068118560          NA            NA
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## 2565 -0.53002079           NA           NA          NA            NA
## 2593          NA -0.246477546           NA          NA            NA
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## 2595          NA           NA           NA          NA  0.1039250240
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## 2597          NA           NA           NA          NA -0.1120109734
## 2598          NA           NA           NA          NA  0.3816802290
## 2603  0.22447949           NA           NA          NA            NA
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## 2634          NA           NA           NA -0.18973623            NA
## 2719          NA           NA -0.168599940          NA            NA
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## 2724          NA  0.113536487           NA          NA            NA
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## 2751          NA  0.081315163           NA          NA            NA
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## 2755          NA -0.160144238           NA          NA            NA
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## 2773          NA  0.139549049           NA          NA            NA
## 2774          NA  0.317540641           NA          NA            NA
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## 2778          NA  0.104382460           NA          NA            NA
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## 2789          NA -0.255511272           NA          NA            NA
## 2790          NA  0.418941765           NA          NA            NA
## 2791          NA  0.158949402           NA          NA            NA
## 2794          NA -0.318930719           NA          NA            NA
## 2803          NA -0.420307696           NA          NA            NA
## 2829          NA  0.170480967           NA          NA            NA
## 2833          NA           NA  0.606753987          NA            NA
## 2835          NA  0.125442774           NA          NA            NA
## 2847          NA           NA           NA -0.42125972            NA
## 2864          NA -0.765171380           NA          NA            NA
## 2869          NA           NA -0.172594047          NA            NA
## 2876          NA           NA  0.508387165          NA            NA
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## 2878          NA           NA           NA -0.10811807            NA
## 2879          NA           NA           NA  0.70925476            NA
## 2882          NA -0.514219085           NA          NA            NA
## 2885          NA           NA  0.389906809          NA            NA
## 2888          NA -0.516539018           NA          NA            NA
## 2891          NA -0.599113724           NA          NA            NA
## 2892          NA           NA -0.102268624          NA            NA
## 2894          NA           NA  0.238914870          NA            NA
## 2901          NA           NA  0.431780179          NA            NA
## 2903          NA  0.083120452           NA          NA            NA
## 2907          NA -0.342649094           NA          NA            NA
## 2908          NA  0.413561569           NA          NA            NA
## 2911          NA -0.511716181           NA          NA            NA
## 2913          NA -0.336278826           NA          NA            NA
## 2917          NA  0.197701023           NA          NA            NA
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## 2920          NA -0.324833380           NA          NA            NA
## 2921          NA           NA -0.058963127          NA            NA
## 2923          NA -0.089407396           NA          NA            NA
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## 2931          NA -0.004702244           NA          NA            NA
## 2932          NA -0.354611644           NA          NA            NA
## 2937          NA -0.669557333           NA          NA            NA
## 2939          NA -0.029128344           NA          NA            NA
## 2951          NA -0.646202923           NA          NA            NA
## 2956          NA           NA  0.349688302          NA            NA
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## 2958          NA           NA -0.078483155          NA            NA
## 2959          NA           NA  0.513595889          NA            NA
## 2960          NA           NA  0.167534046          NA            NA
## 2961          NA           NA  0.314086767          NA            NA
## 2962          NA           NA  0.281174711          NA            NA
## 2963          NA           NA -0.260018581          NA            NA
## 2969          NA           NA           NA          NA  0.0346553430
## 2976          NA           NA           NA          NA -0.6671612072
## 2978          NA           NA           NA          NA -0.1732471350
## 2994          NA -0.283157705           NA          NA            NA
## 3002          NA           NA           NA          NA -0.4309166151
## 3009          NA           NA           NA          NA -0.0339479676
## 3013          NA  0.229506287           NA          NA            NA
## 3014          NA -0.217454490           NA          NA            NA
## 3015          NA -0.138444288           NA          NA            NA
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## 3019          NA -0.329018465           NA          NA            NA
## 3021          NA -0.283972600           NA          NA            NA
## 3023          NA -0.152156767           NA          NA            NA
## 3024          NA -0.339367154           NA          NA            NA
## 3031          NA -0.038720033           NA          NA            NA
## 3037          NA -0.315532802           NA          NA            NA
## 3038          NA           NA           NA          NA -0.3323004150
## 3039          NA           NA           NA          NA  0.6317888743
## 3040          NA           NA           NA          NA  0.6026021135
## 3041          NA           NA           NA          NA  0.7286743230
## 3042          NA           NA           NA          NA -0.6041043227
## 3043          NA           NA           NA          NA -0.2009066362
## 3044          NA           NA           NA          NA  0.4387327966
## 3047          NA -0.873214221           NA          NA            NA
## 3050          NA           NA  0.304286754          NA            NA
## 3053          NA -0.395261038           NA          NA            NA
## 3056          NA -0.868173736           NA          NA            NA
## 3057          NA           NA -0.760981649          NA            NA
## 3059          NA           NA  0.384440438          NA            NA
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## 3068          NA -0.641136002           NA          NA            NA
## 3072          NA -0.920444792           NA          NA            NA
## 3073          NA -0.234656740           NA          NA            NA
## 3076          NA -0.760287036           NA          NA            NA
## 3078          NA  0.332959055           NA          NA            NA
## 3082          NA  0.176703240           NA          NA            NA
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## 3085          NA -0.915987612           NA          NA            NA
## 3086          NA           NA -0.237761137          NA            NA
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## 3093          NA           NA  0.219072030          NA            NA
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## 3104          NA  0.250192328           NA          NA            NA
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## 3123          NA           NA  0.684638961          NA            NA
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## 3128          NA           NA -0.536739819          NA            NA
## 3213          NA           NA -0.234183964          NA            NA
## 3214          NA           NA           NA -0.13864727            NA
## 3216          NA           NA           NA -0.05500911            NA
## 3217          NA           NA           NA          NA  0.2630242782
## 3250          NA           NA  0.140229768          NA            NA
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## 3253          NA           NA           NA -0.48894626            NA
## 3254          NA           NA           NA          NA  0.1041205007
## 3287          NA           NA  0.524325417          NA            NA
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## 3291          NA           NA           NA          NA -0.3215119922
## 3324          NA           NA  0.504566801          NA            NA
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## 3329          NA           NA  0.357388011          NA            NA
## 3342          NA -0.041190867           NA          NA            NA
## 3345          NA           NA           NA          NA  0.0817560355
## 3348          NA -0.317936214           NA          NA            NA
## 3350          NA  0.523862713           NA          NA            NA
## 3361          NA           NA -0.059035498          NA            NA
## 3362          NA           NA           NA          NA -0.6387116826
## 3363          NA           NA           NA          NA  0.5008778147
## 3396          NA           NA -0.408452742          NA            NA
## 3397          NA           NA           NA -0.50504949            NA
## 3399          NA           NA           NA  0.38276829            NA
## 3400          NA           NA           NA          NA  0.4113215114
## 3433          NA           NA  0.487235545          NA            NA
## 3434          NA           NA           NA  0.53789573            NA
## 3436          NA           NA           NA -0.60121521            NA
## 3437          NA           NA           NA          NA -0.4028651899
## 3440          NA           NA  0.311192711          NA            NA
## 3442          NA  0.265614898           NA          NA            NA
## 3454          NA           NA           NA -0.28587705            NA
## 3470          NA           NA -0.516048004          NA            NA
## 3471          NA           NA           NA -0.51125952            NA
## 3472          NA           NA           NA  0.32362229            NA
## 3473          NA           NA           NA  0.69891098            NA
## 3506          NA           NA  0.453896962          NA            NA
## 3507          NA           NA           NA -0.16484538            NA
## 3509          NA           NA           NA -0.07647896            NA
## 3510          NA           NA           NA          NA -0.5562462046
## 3512          NA           NA           NA          NA -0.0698702817
## 3519          NA           NA           NA          NA -0.2431660772
## 3523          NA  0.534714454           NA          NA            NA
## 3524          NA -0.107991993           NA          NA            NA
## 3525          NA  0.509851572           NA          NA            NA
## 3526          NA           NA           NA          NA  0.0282438707
## 3529          NA  0.325146588           NA          NA            NA
## 3531          NA -0.166935925           NA          NA            NA
## 3533          NA -0.313408656           NA          NA            NA
## 3534          NA  0.269114716           NA          NA            NA
## 3538          NA  0.339301231           NA          NA            NA
## 3539          NA           NA           NA          NA -0.1529056575
## 3540          NA           NA           NA          NA -0.6510185207
## 3541          NA           NA           NA          NA -0.0755902970
## 3542          NA           NA           NA          NA  0.6611299945
## 3543          NA           NA           NA          NA -0.3996754140
## 3544          NA           NA -0.745877274          NA            NA
## 3545          NA           NA           NA          NA -0.1531471882
## 3548          NA           NA           NA          NA  0.3746004390
## 3556          NA           NA           NA          NA -0.7661565330
## 3557          NA           NA  0.801064996          NA            NA
## 3558          NA           NA  0.412856274          NA            NA
## 3559          NA           NA           NA          NA  0.1574046098
## 3564          NA           NA  0.384408198          NA            NA
## 3565          NA           NA  0.675324727          NA            NA
## 3569          NA           NA  0.496702219          NA            NA
## 3573          NA           NA  0.004364981          NA            NA
## 3574          NA           NA           NA          NA -0.3336288828
## 3575          NA           NA           NA          NA  0.5097112665
## 3577          NA           NA           NA  0.46595739            NA
## 3578          NA           NA  0.257773544          NA            NA
## 3580          NA           NA  0.258453708          NA            NA
## 3581          NA           NA -0.157966035          NA            NA
## 3587          NA           NA           NA -0.27853471            NA
## 3588          NA           NA           NA -0.56521191            NA
## 3590          NA           NA  0.160210674          NA            NA
## 3591          NA           NA           NA -0.17563707            NA
## 3593          NA           NA  0.247715553          NA            NA
## 3594          NA           NA           NA  0.48004675            NA
## 3596          NA           NA           NA -0.32894703            NA
## 3597          NA           NA -0.012019179          NA            NA
## 3598          NA           NA  0.444101746          NA            NA
## 3599          NA           NA  0.459697751          NA            NA
## 3601          NA           NA  0.373069832          NA            NA
## 3607          NA           NA  0.553668657          NA            NA
## 3608          NA           NA           NA  0.20235518            NA
## 3609          NA           NA           NA -0.64244085            NA
## 3610          NA           NA           NA -0.47325987            NA
## 3615          NA           NA           NA          NA -0.4731812656
## 3624          NA           NA           NA  0.53993735            NA
## 3626          NA           NA -0.161946180          NA            NA
## 3630          NA           NA           NA -0.19537817            NA
## 3632          NA           NA           NA  0.37709977            NA
## 3634          NA           NA -0.426073724          NA            NA
## 3635          NA           NA -0.367606321          NA            NA
## 3643          NA           NA -0.451112175          NA            NA
## 3644          NA           NA           NA -0.19090130            NA
## 3646          NA           NA           NA  0.35526875            NA
## 3647          NA           NA           NA          NA -0.1180686702
## 3649          NA           NA           NA  0.13274963            NA
## 3650          NA           NA  0.330818861          NA            NA
## 3652          NA           NA -0.634658005          NA            NA
## 3653          NA           NA  0.190219585          NA            NA
## 3659          NA           NA           NA -0.01272955            NA
## 3660          NA           NA           NA  0.48749596            NA
## 3662          NA           NA  0.041436955          NA            NA
## 3663          NA           NA           NA -0.29732463            NA
## 3665          NA           NA -0.518191726          NA            NA
## 3666          NA           NA           NA -0.62436787            NA
## 3668          NA           NA           NA  0.29967018            NA
## 3669          NA           NA  0.562326043          NA            NA
## 3670          NA           NA  0.169458961          NA            NA
## 3671          NA           NA -0.757195241          NA            NA
## 3673          NA           NA -0.619713138          NA            NA
## 3679          NA           NA -0.489192451          NA            NA
## 3680          NA           NA           NA -0.49365198            NA
## 3681          NA           NA           NA  0.36621457            NA
## 3682          NA           NA           NA  0.69324163            NA
## 3683          NA           NA           NA  0.70501140            NA
## 3684          NA           NA           NA  0.52212417            NA
## 3685          NA           NA           NA -0.07770655            NA
## 3686          NA           NA           NA -0.69394709            NA
## 3687          NA           NA           NA  0.44763209            NA
## 3688          NA           NA           NA  0.57031132            NA
## 3689          NA           NA           NA  0.36250764            NA
## 3690          NA           NA           NA  0.62498722            NA
## 3691          NA           NA           NA -0.07842259            NA
## 3692          NA           NA           NA  0.19121226            NA
## 3693          NA           NA           NA -0.74924382            NA
## 3694          NA           NA           NA  0.45778750            NA
## 3695          NA           NA           NA  0.51355982            NA
## 3696          NA           NA           NA  0.42668421            NA
## 3697          NA           NA           NA  0.27955082            NA
## 3698          NA           NA           NA  0.05000060            NA
## 3699          NA           NA           NA -0.65652087            NA
## 3700          NA           NA           NA  0.64879619            NA
## 3701          NA           NA           NA  0.44772947            NA
## 3702          NA           NA           NA  0.87363290            NA
## 3703          NA           NA           NA -0.31914752            NA
## 3704          NA           NA           NA  0.31624544            NA
## 3705          NA           NA           NA  0.35339881            NA
## 3706          NA           NA           NA -0.74034475            NA
## 3707          NA           NA           NA  0.76092343            NA
## 3708          NA           NA           NA  0.63793157            NA
## 3709          NA           NA           NA  0.84120524            NA
## 3710          NA           NA           NA  0.64066220            NA
## 3711          NA           NA           NA  0.76241543            NA
## 3712          NA           NA           NA -0.13898169            NA
## 3713          NA           NA           NA  0.73367033            NA
## 3714          NA           NA           NA  0.76092341            NA
## 3715          NA           NA           NA  0.64564816            NA
## 3716          NA           NA           NA  0.70047307            NA
## 3717          NA           NA           NA  0.39796732            NA
## 3718          NA           NA           NA  0.72918972            NA
## 3719          NA           NA           NA -0.23578406            NA
## 3720          NA           NA           NA  0.82236124            NA
## 3721          NA           NA           NA -0.56051363            NA
## 3722          NA           NA           NA  0.55123244            NA
## 3723          NA           NA           NA  0.23269096            NA
## 3724          NA           NA           NA -0.26132184            NA
## 3725          NA           NA           NA -0.47238643            NA
## 3726          NA           NA           NA  0.14395028            NA
## 3727          NA           NA           NA -0.54157199            NA
## 3728          NA           NA           NA -0.60788125            NA
## 3729          NA           NA           NA -0.54073410            NA
## 3730          NA           NA           NA -0.08971309            NA
## 3731          NA           NA           NA -0.28125680            NA
## 3732          NA           NA           NA  0.17868827            NA
## 3733          NA           NA           NA  0.18487185            NA
## 3734          NA           NA           NA -0.49887584            NA
## 3735          NA           NA           NA -0.27377430            NA
## 3736          NA           NA           NA  0.85486907            NA
## 3737          NA           NA           NA -0.82867291            NA
## 3738          NA           NA           NA  0.36403529            NA
## 3739          NA           NA           NA  0.65175572            NA
## 3740          NA           NA           NA -0.62201744            NA
## 3741          NA           NA           NA -0.60995079            NA
## 3742          NA           NA           NA -0.49135848            NA
## 3743          NA           NA           NA  0.38575195            NA
## 3744          NA           NA           NA -0.34170197            NA
## 3745          NA           NA           NA  0.43122585            NA
## 3746          NA           NA           NA  0.08366504            NA
## 3747          NA           NA           NA  0.11613142            NA
## 3748          NA           NA           NA -0.35153891            NA
## 3749          NA           NA           NA -0.46884354            NA
## 3750          NA           NA           NA -0.38460627            NA
## 3751          NA           NA           NA  0.38197459            NA
## 3752          NA           NA           NA          NA  0.3067344057
## 3753          NA           NA           NA          NA  0.1660843838
## 3754          NA           NA           NA          NA  0.2351624559
## 3755          NA           NA           NA          NA  0.3447264693
## 3756          NA           NA           NA          NA -0.5797958866
## 3757          NA           NA           NA          NA  0.5355270655
## 3758          NA           NA           NA          NA -0.0647831755
## 3759          NA           NA           NA          NA  0.1324738692
## 3760          NA           NA           NA          NA  0.0396181002
## 3761          NA           NA           NA          NA  0.4714681800
## 3762          NA           NA           NA          NA  0.4424021904
## 3763          NA           NA           NA          NA -0.2024928943
## 3764          NA           NA           NA          NA -0.2406008166
## 3765          NA           NA           NA          NA -0.2606078855
## 3766          NA           NA           NA          NA  0.3267123797
## 3767          NA           NA           NA          NA -0.0601250748
## 3768          NA           NA           NA          NA  0.3838383682
## 3769          NA           NA           NA          NA  0.2176018639
## 3770          NA           NA           NA          NA -0.8078266728
## 3771          NA           NA           NA          NA -0.1283164004
## 3772          NA           NA           NA          NA -0.4831065620
## 3773          NA           NA           NA          NA -0.0080354772
## 3774          NA           NA           NA          NA -0.2970911485
## 3775          NA           NA           NA          NA -0.5289999567
## 3776          NA           NA           NA          NA -0.1700168080
## 3777          NA           NA           NA          NA -0.3009199804
## 3778          NA           NA           NA          NA  0.1474635676
## 3779          NA           NA           NA          NA  0.6373100849
## 3780          NA           NA           NA          NA -0.3199569303
## 3781          NA           NA           NA          NA -0.3479774055
## 3782          NA           NA           NA          NA  0.1271160567
## 3783          NA           NA           NA          NA  0.0853371840
## 3784          NA           NA           NA          NA -0.0734367240
## 3785          NA           NA           NA          NA  0.1474635850
## 3786          NA           NA           NA          NA  0.1549171463
## 3787          NA           NA           NA          NA -0.0087040176
## 3788          NA           NA           NA          NA -0.5378880303
## 3789          NA           NA           NA          NA  0.1161314553
## 3790          NA           NA           NA          NA  0.2413898129
## 3791          NA           NA           NA          NA -0.4592407322
## 3792          NA           NA           NA          NA  0.1979385763
## 3793          NA           NA           NA          NA  0.3231173451
## 3794          NA           NA           NA          NA  0.1105030750
## 3795          NA           NA           NA          NA  0.3899559686
## 3796          NA           NA           NA          NA  0.4522475827
## 3797          NA           NA           NA          NA  0.1953322552
## 3798          NA           NA           NA          NA -0.3200983120
## 3799          NA           NA           NA          NA  0.0905326144
## 3800          NA           NA           NA          NA -0.3476209904
## 3801          NA           NA           NA          NA  0.4996810923
## 3802          NA           NA           NA          NA -0.2943349555
## 3803          NA           NA           NA          NA  0.2329124860
## 3804          NA           NA           NA          NA  0.3047543564
## 3805          NA           NA           NA          NA  0.5114345850
## 3806          NA           NA           NA          NA -0.5840539930
## 3807          NA           NA           NA          NA  0.1352600979
## 3808          NA           NA           NA          NA  0.1322617313
## 3809          NA           NA           NA          NA  0.6807865383
## 3810          NA           NA           NA          NA -0.5229371114
## 3811          NA           NA           NA          NA  0.1684399182
## 3812          NA           NA           NA          NA -0.4935869401
## 3813          NA           NA           NA          NA  0.5412896372
## 3814          NA           NA           NA          NA -0.4917057977
## 3815          NA           NA           NA          NA  0.6599648015
## 3816          NA           NA           NA          NA -0.5186604735
## 3817          NA           NA           NA          NA  0.7696815299
## 3818          NA           NA           NA          NA  0.5451866988
## 3819          NA           NA           NA          NA  0.7325104992
## 3820          NA           NA           NA          NA -0.4207161086
## 3821          NA           NA           NA          NA -0.3308781652
## 3822          NA           NA           NA          NA  0.1655812708
## 3823          NA           NA           NA          NA  0.0022248516
## 3824          NA           NA           NA          NA -0.2489801566
## 3825          NA           NA           NA          NA -0.0387607175
## 3826          NA           NA           NA          NA  0.1787731323
## 3827          NA           NA           NA          NA  0.0794319502
## 3828          NA           NA           NA          NA -0.1593173996
## 3829          NA           NA           NA          NA  0.5243176405
## 3830          NA           NA           NA          NA -0.0923987097
## 3831          NA           NA           NA          NA  0.1228358710
## 3832          NA           NA           NA          NA  0.0958033974
## 3833          NA           NA           NA          NA  0.0204639762
## 3834          NA           NA           NA          NA  0.1723039799
## 3835          NA           NA           NA          NA -0.3479606730
## 3836          NA           NA           NA          NA  0.0594026839
## 3837          NA           NA           NA          NA -0.0400136581
## 3838          NA           NA           NA          NA -0.6056585921
## 3839          NA           NA           NA          NA  0.0714301569
## 3840          NA           NA           NA          NA  0.3890579131
## 3841          NA           NA           NA          NA -0.5697439890
## 3842          NA           NA           NA          NA -0.0406092556
## 3843          NA           NA           NA          NA -0.8432571967
## 3844          NA           NA           NA          NA -0.4647207476
## 3845          NA           NA           NA          NA  0.2380922155
## 3846          NA           NA           NA          NA -0.8944530707
## 3847          NA           NA           NA          NA -0.7686286840
## 3848          NA           NA           NA          NA -0.0562864384
## 3849          NA           NA           NA          NA -0.3014982311
## 3850          NA           NA           NA          NA  0.0503323642
## 3851          NA           NA           NA          NA -0.8117343446
## 3852          NA           NA           NA          NA -0.4698442233
## 3853          NA           NA           NA          NA -0.2342467877
## 3854          NA           NA           NA          NA -0.2528484574
## 3855          NA           NA           NA          NA -0.6221882804
## 3856          NA           NA           NA          NA -0.3014982120
## 3857          NA           NA           NA          NA -0.0811506793
## 3858          NA           NA           NA          NA  0.1795948158
## 3859          NA           NA           NA          NA  0.1627820334
## 3860          NA           NA           NA          NA -0.3212547589
## 3861          NA           NA           NA          NA  0.0081063105
## 3862          NA           NA           NA          NA -0.8801571778
## 3863          NA           NA           NA          NA  0.6927686134
## 3864          NA           NA           NA          NA  0.0002891591
## 3865          NA           NA           NA          NA -0.1844329531
## 3866          NA           NA           NA          NA -0.0413142361
## 3867          NA           NA           NA          NA -0.0247145020
## 3868          NA           NA           NA          NA -0.1309246144
## 3869          NA           NA           NA          NA -0.0421958058
## 3870          NA           NA           NA          NA  0.0941414149
## 3871          NA           NA           NA          NA -0.7970276835
## 3872          NA           NA           NA          NA  0.1014094789
## 3873          NA           NA           NA          NA -0.6138511385
## 3874          NA           NA           NA          NA -0.0079387488
## 3875          NA           NA           NA          NA  0.1224725590
## 3876          NA           NA           NA          NA  0.1217713811
## 3877          NA           NA           NA          NA  0.1682239663
## 3878          NA           NA           NA          NA  0.0066333924
## 3879          NA           NA           NA          NA -0.3174543358
## 3880          NA           NA           NA          NA  0.1886937450
## 3881          NA           NA           NA          NA  0.1334938071
## 3882          NA           NA           NA          NA  0.1122096899
## 3883          NA           NA           NA          NA  0.0893744262
## 3884          NA           NA           NA          NA  0.7084427424
## 3885          NA           NA           NA          NA  0.2643118797
## 3886          NA           NA           NA          NA  0.3846909979
## 3887          NA           NA           NA          NA -0.5125761357
## 3888          NA           NA           NA          NA  0.4968780443
## 3889          NA           NA           NA          NA  0.5887014825
## 3890          NA           NA           NA          NA  0.2533707806
## 3891          NA           NA           NA          NA -0.7633979943
## 3892          NA           NA           NA          NA  0.3731574028
## 3893          NA           NA           NA          NA -0.0148305095

write cor

fp = file.path('..', 'output')
fn = '01_DIABLO-Enz_Met_Pph.txt'

write.table(toWrite, 
            file = file.path(fp, fn), 
            append = FALSE, 
            quote = FALSE, 
            sep = "\t",
            eol = "\n", 
            na = "NA", 
            dec = ".", 
            row.names = FALSE,
            col.names = TRUE, 
            qmethod = "escape",
            fileEncoding = "UTF-8")

13 Session

# devtools::session_info()
sessionInfo()
## R version 4.3.1 (2023-06-16 ucrt)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 19045)
## 
## Matrix products: default
## 
## 
## locale:
## [1] LC_COLLATE=English_United Kingdom.utf8 
## [2] LC_CTYPE=English_United Kingdom.utf8   
## [3] LC_MONETARY=English_United Kingdom.utf8
## [4] LC_NUMERIC=C                           
## [5] LC_TIME=English_United Kingdom.utf8    
## 
## time zone: Europe/Ljubljana
## tzcode source: internal
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
## [1] BiocParallel_1.34.2 mixOmics_6.24.0     ggplot2_3.4.2      
## [4] lattice_0.21-8      MASS_7.3-60         igraph_1.5.0       
## 
## loaded via a namespace (and not attached):
##  [1] tidyr_1.3.0        sass_0.4.6         utf8_1.2.3         generics_0.1.3    
##  [5] stringi_1.7.12     digest_0.6.33      magrittr_2.0.3     evaluate_0.21     
##  [9] grid_4.3.1         RColorBrewer_1.1-3 fastmap_1.1.1      plyr_1.8.8        
## [13] jsonlite_1.8.7     Matrix_1.6-0       ggrepel_0.9.3      RSpectra_0.16-1   
## [17] gridExtra_2.3      purrr_1.0.1        fansi_1.0.4        scales_1.2.1      
## [21] codetools_0.2-19   jquerylib_0.1.4    cli_3.6.1          rlang_1.1.1       
## [25] munsell_0.5.0      withr_2.5.0        cachem_1.0.8       yaml_2.3.7        
## [29] ellipse_0.5.0      tools_4.3.1        parallel_4.3.1     reshape2_1.4.4    
## [33] dplyr_1.1.2        colorspace_2.1-0   corpcor_1.6.10     vctrs_0.6.3       
## [37] R6_2.5.1           matrixStats_1.0.0  lifecycle_1.0.3    stringr_1.5.0     
## [41] pkgconfig_2.0.3    pillar_1.9.0       bslib_0.5.0        gtable_0.3.3      
## [45] glue_1.6.2         rARPACK_0.11-0     Rcpp_1.0.10        highr_0.10        
## [49] xfun_0.39          tibble_3.2.1       tidyselect_1.2.0   rstudioapi_0.14   
## [53] knitr_1.43         farver_2.1.1       htmltools_0.5.5    labeling_0.4.2    
## [57] rmarkdown_2.23     compiler_4.3.1